2025-06-25 05:15:45,652 - ERROR - Error fetching S&P 500 stocks from datahub.io: 'Name'
Processing 100 crypto instruments...
2025-06-25 05:15:51,013 - ERROR - TAO-USD: Period 'max' is invalid, must be of the format 1d, 5d, etc. 2025-06-25 05:15:59,636 - ERROR - $CLBTC-USD: possibly delisted; no timezone found
✓ 96 updated, 4 failed Processing 29 futures instruments... ✓ 29 updated, 0 failed Processing 62 stock instruments... ✓ 62 updated, 0 failed Processing 8 currency instruments... ✓ 8 updated, 0 failed Processing 22 indices instruments...
2025-06-25 05:16:30,061 - ERROR - $IMOEX.ME: possibly delisted; no price data found (1d 2024-06-15 -> 2025-06-25)
✓ 21 updated, 1 failed ================================================================================ MASTER FINANCIAL DATA UPDATE COMPLETE ================================================================================ File location: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv Total records: 1,221,347 Successful downloads: 216 Failed downloads: 5 Date range: 1927-12-30 to 2025-06-25 Summary by Asset Type: -------------------------------------------------- Crypto: 102 instruments, 2014-09-17 to 2025-06-25 Futures: 29 instruments, 1997-10-29 to 2025-06-24 Stock: 62 instruments, 1962-01-02 to 2025-06-24 Currency: 8 instruments, 1971-01-04 to 2025-06-24 Indices: 22 instruments, 1927-12-30 to 2025-06-24 Sample Latest Prices: ------------------------------ Crypto: BTC-USD: $105577.77 ETH-USD: $2421.82 SOL-USD: $144.85 Futures: ES=F: $6143.25 GC=F: $3317.40 CL=F: $64.37 Stock: AAPL: $200.30 MSFT: $490.11 TSLA: $340.47 Currency: EURUSD=X: 1.1599 USDJPY=X: 145.9280 DX-Y.NYB: 97.8600 Indices: ^GSPC: $6092.18 ^DJI: $43089.02 ^IXIC: $19912.53 ================================================================================ Master data loaded successfully with 1,221,347 records You can now use this data for your analysis! Data is available as 'df' variable for your existing functions.
Enhanced Multi-Asset Analysis with Traditional Round Half Up Forward Returns ================================================================================ 🔮 FORWARD RETURNS FEATURES: • Traditional round half up (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) • Optional round-to-half precision (5.25% → 5.5%, 5.1% → 5.0%) • Optional round-to-quarter precision (5.13% → 5.25%, 5.37% → 5.25%) • Cycle year filtering (4-year market cycles) • Seasonal analysis (quarter filtering) • Custom analysis function: run_custom_forward_analysis() • Clear confidence levels and insights • 🆕 Historical pattern matching indicators on charts (90-day ROC) • 💱 Currency pairs support (EURUSD, USDJPY, DXY, etc.) • 📊 Indices support (S&P 500, FTSE, DAX, Nikkei, etc.) ================================================================================ Found master dataset with 1,221,347 rows and 223 symbols Starting automatic analysis with round-to-nearest forward returns... 📊 Will display ALL available charts per section per asset class (up to 15) 💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings 📈 Chart type: Linear Regression on Log Scale 🔮 FORWARD RETURNS: Traditional round half up ROC matching 🎯 NEW: Green vertical lines show historical 90-day ROC matches in chart period 💱 NEW: Currency pairs support with proper formatting 📊 NEW: Global indices support (S&P 500, FTSE, DAX, Nikkei, etc.) ================================================================================ 🔬 COMPREHENSIVE MULTI-ASSET REGRESSION ANALYSIS WITH FORWARD RETURNS ================================================================================ Analyzing trend quality, growth rates, valuation, and predictive analytics... Analyzing instruments by asset type... crypto: 102 instruments currency: 8 instruments futures: 29 instruments indices: 22 instruments stock: 62 instruments Processing 102 crypto instruments... Progress: 25/102 crypto instruments processed Progress: 50/102 crypto instruments processed Progress: 75/102 crypto instruments processed Progress: 100/102 crypto instruments processed Processing 29 futures instruments... Progress: 25/29 futures instruments processed Processing 62 stock instruments... Progress: 25/62 stock instruments processed Progress: 50/62 stock instruments processed Processing 8 currency instruments... Processing 22 indices instruments... Analysis complete: 217/223 instruments analyzed successfully ======================================================================================================================== 🔥 TOP 15 CRYPTO INSTRUMENTS - BEST TREND ANALYSIS ======================================================================================================================== Rank Symbol R² Window Growth% Price Valuation Deviation% ------------------------------------------------------------------------------------------------------------------------ 1 FTN-USD 0.989422 750 d 135.8% $4.44 🟢 UNDER -11.4% 2 PAXG-USD 0.948366 750 d 35.0% $3.4K 🟡 FAIR 4.1% 3 TRX-USD 0.947307 1000d 87.5% $0.273054 🟡 FAIR 0.6% 4 XAUT-USD 0.946634 750 d 33.9% $3.4K 🟡 FAIR 4.1% 5 APT-USD 0.940897 500 d -83.9% $0.000131 🔴 OVER 41.0% 6 BTC-USD 0.935857 1000d 103.3% $105.6K 🟢 UNDER -11.6% 7 TBTC-USD 0.932135 1000d 103.4% $102.8K 🟢 UNDER -12.8% 8 WBT-USD 0.931786 750 d 199.8% $47.91 🔴 OVER 37.6% 9 WAL-USD 0.927294 1000d -95.6% $0.000088 🔴 OVER 223.3% 10 SYRUP-USD 0.920553 90 d 215686.8% $0.598928 🟡 FAIR -1.9% 11 GT-USD 0.911965 30 d -97.6% $16.71 🟡 FAIR 7.2% 12 POL-USD 0.910925 500 d -64.0% $0.008241 🟡 FAIR 6.3% 13 TIA-USD 0.905014 30 d -99.9% $1.59 🟡 FAIR 5.4% 14 LEO-USD 0.890784 750 d 74.4% $9.13 🟢 UNDER -10.9% 15 BGB-USD 0.889489 1000d 246.7% $4.21 🟢 UNDER -10.3% 📊 DISPLAYING ALL 15 CRYPTO TREND LEADER CHARTS: -------------------------------------------------------------------------------- Chart 1: FTN-USD (R² = 0.9894)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $4.44 ($4.52,+2% - $5.56,+25%) +30d (1m): $5.38,+21.1% ($4.85,+9% - $5.97,+34%) +60d (2m): $5.78,+30.0% ($5.21,+17% - $6.41,+44%) +90d (3m): $6.20,+39.4% ($5.59,+26% - $6.87,+55%) +180d (6m): $7.66,+72.3% ($6.90,+55% - $8.49,+91%) +365d (1y): $11.83,+166.1% ($10.66,+140% - $13.12,+195%) +EOY (189d): $7.82,+76.0% ($7.05,+59% - $8.68,+95%) End-of-year outlook: 📈 Bullish Trend (+76.0%) Confidence: 98.9% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%) 📅 Days until EOY 2025: 189 days | EOY Target: $7.82 (+76.0%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 0.45% Rounded target for matching: 0% Similar historical periods found: 49 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 49 73.5% 3.80% 3.31% 4.18% 2.11% 4.51% -8.52% 11.03% 14 days 49 87.8% 5.93% 4.76% 4.80% 3.39% 6.14% -9.22% 12.02% 30 days 49 93.9% 9.30% 10.24% 6.67% 8.32% 12.16% -1.55% 26.17% 90 days 48 100.0% 29.73% 27.73% 11.17% 24.49% 30.98% 3.48% 48.76% 180 days 48 100.0% 62.55% 62.58% 7.92% 60.28% 64.88% 42.16% 82.46% 365 days 32 100.0% 152.27% 145.26% 17.57% 138.92% 151.59% 105.03% 168.45% ======================================================================================================================== FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 10.41% Rounded target for matching: 10% Similar historical periods found: 27 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 27 92.6% 1.35% 1.80% 2.51% 0.80% 2.79% -6.46% 7.38% 14 days 27 96.3% 2.37% 3.53% 2.71% 2.46% 4.60% -1.47% 9.84% 30 days 27 96.3% 4.08% 7.68% 6.57% 5.09% 10.28% -1.26% 24.09% 90 days 10 100.0% 38.23% 40.12% 6.92% 35.17% 45.07% 29.63% 50.28% 180 days 10 100.0% 60.90% 62.76% 5.55% 58.79% 66.73% 56.73% 76.41% 365 days 3 100.0% 159.54% 159.21% 0.53% 157.90% 160.52% 158.47% 159.63% ======================================================================================================================== Chart 2: PAXG-USD (R² = 0.9484)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $3.4K ($3.0K,-12% - $3.5K,+4%) +30d (1m): $3.3K,-1.6% ($3.1K,-9% - $3.6K,+7%) +60d (2m): $3.4K,+0.9% ($3.1K,-7% - $3.7K,+9%) +90d (3m): $3.5K,+3.4% ($3.2K,-5% - $3.8K,+12%) +180d (6m): $3.8K,+11.4% ($3.5K,+3% - $4.1K,+21%) +365d (1y): $4.4K,+29.7% ($4.0K,+19% - $4.7K,+41%) +EOY (189d): $3.8K,+12.2% ($3.5K,+3% - $4.1K,+22%) End-of-year outlook: 📈 Bullish Trend (+12.2%) Confidence: 94.8% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 26 periods in chart (90d ROC≈11%) 📅 Days until EOY 2025: 189 days | EOY Target: $3.8K (+12.2%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== PAXG - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 0.27% Rounded target for matching: 0% Similar historical periods found: 196 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 196 50.0% -0.00% -0.00% 2.01% -0.28% 0.28% -5.31% 5.75% 14 days 196 47.4% -0.23% 0.27% 2.82% -0.13% 0.67% -5.98% 7.65% 30 days 196 50.0% 0.00% 0.59% 4.16% 0.00% 1.18% -8.11% 11.77% 90 days 193 67.4% 4.27% 4.55% 7.63% 3.47% 5.63% -9.66% 20.45% 180 days 187 69.0% 6.54% 7.78% 11.52% 6.11% 9.44% -16.17% 32.67% 365 days 177 71.2% 14.11% 15.89% 18.44% 13.16% 18.63% -10.07% 48.60% ======================================================================================================================== PAXG - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 11.34% Rounded target for matching: 11% Similar historical periods found: 62 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 62 46.8% -0.26% -0.06% 2.23% -0.62% 0.51% -8.00% 4.32% 14 days 62 50.0% -0.23% 0.07% 3.21% -0.74% 0.88% -7.98% 5.69% 30 days 62 58.1% 0.76% 0.85% 4.13% -0.20% 1.90% -7.69% 8.01% 90 days 58 67.2% 3.81% 3.68% 7.10% 1.81% 5.55% -7.04% 16.01% 180 days 49 61.2% 7.35% 5.67% 11.76% 2.29% 9.05% -14.28% 23.92% 365 days 41 68.3% 4.69% 7.65% 13.46% 3.41% 11.90% -9.55% 45.22% ======================================================================================================================== Chart 3: TRX-USD (R² = 0.9473)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $0.273054 ($0.215515,-21% - $0.341753,+25%) +30d (1m): $0.285780,+4.7% ($0.226932,-17% - $0.359888,+32%) +60d (2m): $0.300931,+10.2% ($0.238953,-12% - $0.378985,+39%) +90d (3m): $0.316886,+16.1% ($0.251610,-8% - $0.399098,+46%) +180d (6m): $0.370009,+35.5% ($0.293743,+8% - $0.466075,+71%) +365d (1y): $0.508825,+86.3% ($0.403788,+48% - $0.641184,+135%) +EOY (189d): $0.375788,+37.6% ($0.298326,+9% - $0.473363,+73%) End-of-year outlook: 📈 Bullish Trend (+37.6%) Confidence: 94.7% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 19 periods in chart (90d ROC≈20%) 📅 Days until EOY 2025: 189 days | EOY Target: $0.375788 (+37.6%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== TRX - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 0.97% Rounded target for matching: 1% Similar historical periods found: 68 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 68 48.5% -0.24% -0.54% 6.47% -2.11% 1.02% -28.76% 14.56% 14 days 68 57.4% 1.31% 1.09% 11.40% -1.67% 3.85% -39.66% 39.68% 30 days 68 61.8% 6.26% 6.54% 24.29% 0.66% 12.42% -40.72% 89.90% 90 days 67 62.7% 10.38% 26.49% 80.02% 6.97% 46.01% -62.04% 351.89% 180 days 64 67.2% 6.34% 32.58% 81.43% 12.24% 52.92% -60.70% 374.87% 365 days 63 77.8% 54.46% 62.54% 93.12% 39.09% 86.00% -54.30% 437.35% ======================================================================================================================== TRX - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 20.14% Rounded target for matching: 20% Similar historical periods found: 30 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 30 60.0% 0.87% -0.82% 7.94% -3.78% 2.14% -28.76% 23.44% 14 days 30 56.7% 0.74% -2.98% 12.66% -7.71% 1.75% -42.77% 25.78% 30 days 30 60.0% 3.44% 3.02% 18.71% -3.96% 10.01% -38.36% 36.97% 90 days 30 66.7% 8.99% 6.29% 30.89% -5.24% 17.83% -57.59% 69.35% 180 days 28 71.4% 29.89% 31.84% 86.62% -1.75% 65.43% -75.05% 436.60% 365 days 23 69.6% 77.43% 71.32% 92.33% 31.39% 111.25% -50.28% 339.55% ======================================================================================================================== Chart 4: XAUT-USD (R² = 0.9466)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $3.4K ($3.0K,-11% - $3.5K,+4%) +30d (1m): $3.3K,-1.6% ($3.0K,-9% - $3.6K,+7%) +60d (2m): $3.4K,+0.8% ($3.1K,-7% - $3.7K,+9%) +90d (3m): $3.5K,+3.2% ($3.2K,-5% - $3.8K,+12%) +180d (6m): $3.7K,+11.0% ($3.4K,+2% - $4.0K,+20%) +365d (1y): $4.3K,+28.6% ($4.0K,+19% - $4.7K,+40%) +EOY (189d): $3.7K,+11.8% ($3.5K,+3% - $4.1K,+21%) End-of-year outlook: 📈 Bullish Trend (+11.8%) Confidence: 94.7% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 17 periods in chart (90d ROC≈11%) 📅 Days until EOY 2025: 189 days | EOY Target: $3.7K (+11.8%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== XAUT - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 0.00% Rounded target for matching: 0% Similar historical periods found: 172 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 172 48.3% -0.04% -0.08% 1.73% -0.34% 0.18% -5.32% 5.67% 14 days 172 49.4% -0.08% 0.27% 2.68% -0.13% 0.68% -6.74% 6.90% 30 days 172 49.4% -0.09% 0.82% 4.11% 0.20% 1.44% -7.76% 10.06% 90 days 169 67.5% 4.95% 4.76% 7.73% 3.59% 5.94% -11.28% 21.61% 180 days 162 73.5% 6.75% 7.18% 10.21% 5.59% 8.76% -16.08% 30.67% 365 days 152 69.7% 12.11% 15.75% 18.25% 12.82% 18.68% -10.15% 46.32% ======================================================================================================================== XAUT - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 10.65% Rounded target for matching: 11% Similar historical periods found: 38 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 38 55.3% 0.09% 0.27% 2.16% -0.44% 0.98% -5.13% 4.48% 14 days 38 52.6% 0.76% 0.37% 2.75% -0.53% 1.28% -6.96% 5.42% 30 days 38 52.6% 0.32% 0.33% 2.86% -0.61% 1.27% -5.60% 7.71% 90 days 36 44.4% -0.97% 0.77% 4.80% -0.85% 2.39% -6.08% 9.60% 180 days 36 52.8% 3.74% 3.93% 11.94% -0.10% 7.97% -14.24% 25.59% 365 days 26 50.0% 3.25% 6.23% 14.96% 0.18% 12.27% -8.51% 42.89% ======================================================================================================================== Chart 5: APT-USD (R² = 0.9409)
📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $0.000131 ($0.000065,-50% - $0.000133,+1%) +30d (1m): $0.000080,-38.9% ($0.000056,-57% - $0.000114,-13%) +60d (2m): $0.000069,-47.5% ($0.000048,-63% - $0.000098,-25%) +90d (3m): $0.000059,-54.8% ($0.000041,-68% - $0.000085,-35%) +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%) +365d (1y): $0.000015,-88.6% ($0.000010,-92% - $0.000022,-84%) +EOY (189d): $0.000036,-72.4% ($0.000025,-81% - $0.000052,-61%) End-of-year outlook: 📉 Bearish Trend (-72.4%) Confidence: 94.1% | Valuation: OVERVALUED 🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-6%) 📅 Days until EOY 2025: 189 days | EOY Target: $0.000036 (-72.4%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== APT - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -2.88% Rounded target for matching: -3% Similar historical periods found: 43 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 43 11.6% -1.47% -3.01% 20.50% -9.32% 3.30% -51.79% 103.03% 14 days 43 4.7% -2.90% -14.26% 18.75% -20.03% -8.49% -55.36% 2.24% 30 days 43 20.9% -3.52% -11.85% 25.46% -19.68% -4.01% -50.77% 39.42% 90 days 33 6.1% -46.56% 14.60% 232.91% -67.99% 97.19% -81.25% 1273.38% 180 days 19 10.5% -69.52% -15.10% 170.22% -97.14% 66.95% -91.98% 548.39% 365 days 14 14.3% -81.97% -51.38% 82.12% -98.79% -3.96% -98.04% 144.52% ======================================================================================================================== APT - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -6.35% Rounded target for matching: -6% Similar historical periods found: 13 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 13 53.8% 0.51% -1.87% 22.59% -15.52% 11.78% -66.34% 42.54% 14 days 13 7.7% -3.21% -11.75% 20.16% -23.93% 0.44% -78.25% 2.24% 30 days 13 7.7% -3.65% -7.91% 33.11% -27.92% 12.10% -80.44% 82.05% 90 days 7 42.9% -83.72% 613.16% 898.48% -217.80% 1444.12% -86.31% 2384.83% 180 days 7 57.1% 119.13% 151.70% 225.55% -56.90% 360.29% -85.77% 475.00% 365 days 7 42.9% -22.19% 35.69% 81.96% -40.11% 111.49% -40.99% 152.56% ======================================================================================================================== Chart 6: BTC-USD (R² = 0.9359)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $105.6K ($89.5K,-15% - $159.5K,+51%) +30d (1m): $126.6K,+19.9% ($94.9K,-10% - $169.1K,+60%) +60d (2m): $134.2K,+27.2% ($100.6K,-5% - $179.2K,+70%) +90d (3m): $142.3K,+34.8% ($106.6K,+1% - $190.0K,+80%) +180d (6m): $169.5K,+60.6% ($126.9K,+20% - $226.4K,+114%) +365d (1y): $242.9K,+130.0% ($181.8K,+72% - $324.5K,+207%) +EOY (189d): $172.5K,+63.4% ($129.2K,+22% - $230.4K,+118%) End-of-year outlook: 📈 Bullish Trend (+63.4%) Confidence: 93.6% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 14 periods in chart (90d ROC≈21%) 📅 Days until EOY 2025: 189 days | EOY Target: $172.5K (+63.4%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -2.05% Rounded target for matching: -2% Similar historical periods found: 86 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 86 51.2% 0.42% 0.81% 8.77% -1.07% 2.69% -32.94% 23.72% 14 days 86 59.3% 1.67% 1.55% 12.84% -1.20% 4.30% -31.10% 34.34% 30 days 86 52.3% 0.90% 1.91% 22.91% -3.00% 6.83% -60.32% 55.33% 90 days 83 49.4% -0.55% 9.53% 55.96% -2.69% 21.75% -62.14% 355.12% 180 days 78 62.8% 27.18% 39.36% 84.42% 20.32% 58.39% -62.12% 339.80% 365 days 70 75.7% 69.12% 101.99% 160.03% 63.83% 140.15% -76.74% 1117.48% ======================================================================================================================== BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 20.70% Rounded target for matching: 21% Similar historical periods found: 39 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 39 51.3% 0.31% 1.48% 11.62% -2.29% 5.24% -39.01% 30.81% 14 days 39 48.7% -0.08% 0.58% 16.65% -4.82% 5.97% -43.46% 33.52% 30 days 39 48.7% -1.25% 7.28% 26.05% -1.17% 15.72% -47.71% 55.33% 90 days 39 79.5% 20.23% 24.87% 39.56% 12.05% 37.70% -32.94% 159.43% 180 days 39 82.1% 33.27% 60.51% 95.25% 29.64% 91.39% -49.22% 371.85% 365 days 38 78.9% 135.78% 161.69% 171.96% 105.16% 218.21% -72.71% 731.96% ======================================================================================================================== Chart 7: TBTC-USD (R² = 0.9321)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $102.8K ($87.5K,-15% - $158.7K,+54%) +30d (1m): $124.9K,+21.5% ($92.7K,-10% - $168.3K,+64%) +60d (2m): $132.4K,+28.8% ($98.3K,-4% - $178.4K,+74%) +90d (3m): $140.4K,+36.6% ($104.2K,+1% - $189.1K,+84%) +180d (6m): $167.2K,+62.7% ($124.1K,+21% - $225.4K,+119%) +365d (1y): $239.7K,+133.2% ($177.8K,+73% - $323.2K,+214%) +EOY (189d): $170.2K,+65.6% ($126.3K,+23% - $229.4K,+123%) End-of-year outlook: 📈 Bullish Trend (+65.6%) Confidence: 93.2% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 6 periods in chart (90d ROC≈25%) 📅 Days until EOY 2025: 189 days | EOY Target: $170.2K (+65.6%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== TBTC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -6.28% Rounded target for matching: -6% Similar historical periods found: 45 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 45 48.9% -0.40% 0.09% 8.92% -2.59% 2.77% -22.29% 25.59% 14 days 45 42.2% -0.86% 0.59% 13.70% -3.53% 4.70% -32.23% 47.18% 30 days 45 40.0% -6.03% -3.92% 15.89% -8.69% 0.85% -33.95% 42.36% 90 days 44 45.5% -0.71% 1.43% 28.72% -7.30% 10.16% -45.62% 65.68% 180 days 38 73.7% 23.14% 18.96% 47.78% 3.25% 34.66% -56.67% 178.08% 365 days 33 63.6% 31.81% 45.42% 82.94% 16.02% 74.83% -72.83% 209.72% ======================================================================================================================== TBTC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 24.64% Rounded target for matching: 25% Similar historical periods found: 8 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 8 62.5% 2.93% 6.18% 9.40% -1.68% 14.04% -1.95% 28.39% 14 days 8 75.0% 12.31% 14.27% 13.25% 3.19% 25.35% -4.52% 32.44% 30 days 8 75.0% 21.62% 19.30% 18.16% 4.12% 34.49% -6.91% 44.02% 90 days 8 87.5% 21.85% 22.25% 16.79% 8.21% 36.30% -1.26% 50.63% 180 days 8 87.5% 36.53% 39.28% 34.84% 10.16% 68.41% -19.66% 81.99% 365 days 6 66.7% 91.84% 59.53% 86.54% -31.29% 150.35% -57.26% 170.99% ======================================================================================================================== Chart 8: WBT-USD (R² = 0.9318)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $47.91 ($24.62,-49% - $49.26,+3%) +30d (1m): $38.11,-20.5% ($26.94,-44% - $53.92,+13%) +60d (2m): $41.71,-12.9% ($29.48,-38% - $59.02,+23%) +90d (3m): $45.65,-4.7% ($32.26,-33% - $64.60,+35%) +180d (6m): $59.85,+24.9% ($42.27,-12% - $84.73,+77%) +365d (1y): $104.40,+117.9% ($73.66,+54% - $147.98,+209%) +EOY (189d): $61.49,+28.3% ($43.43,-9% - $87.06,+82%) End-of-year outlook: 📈 Bullish Trend (+28.3%) Confidence: 93.2% | Valuation: OVERVALUED 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈64%) 📅 Days until EOY 2025: 189 days | EOY Target: $61.49 (+28.3%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ⚠️ Insufficient historical data for forward returns analysis 💡 Need more historical data or try different ROC windows ======================================================================================================================== Chart 9: WAL-USD (R² = 0.9273)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $0.000088 ($0.000007,-92% - $0.000105,+20%) +30d (1m): $0.000021,-76.1% ($0.000005,-94% - $0.000082,-7%) +60d (2m): $0.000016,-81.5% ($0.000004,-95% - $0.000063,-28%) +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%) +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%) +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%) +EOY (189d): $0.000005,-93.9% ($0.000001,-98% - $0.000021,-76%) End-of-year outlook: 📉 Bearish Trend (-93.9%) Confidence: 92.7% | Valuation: OVERVALUED 🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%) 📅 Days until EOY 2025: 189 days | EOY Target: $0.000005 (-93.9%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ⚠️ Insufficient historical data for forward returns analysis 💡 Need more historical data or try different ROC windows ======================================================================================================================== Chart 10: SYRUP-USD (R² = 0.9206)
📊 PRICE PROJECTIONS (Linear Regression - 90 days): Current: $0.598928 ($0.440901,-26% - $0.846084,+41%) +30d (1m): $1.15,+91.7% ($0.821183,+37% - $1.60,+168%) +60d (2m): $2.16,+260.2% ($1.52,+154% - $3.06,+410%) +90d (3m): $4.05,+577.0% ($2.81,+370% - $5.84,+875%) +180d (6m): $26.92,+4394.5% ($17.46,+2815% - $41.50,+6829%) +365d (1y): $1.3K,+219953.1% ($709.32,+118331% - $2.4K,+408773%) +EOY (189d): $32.53,+5331.1% ($20.93,+3395% - $50.54,+8339%) End-of-year outlook: 📈 Bullish Trend (+5331.1%) Confidence: 92.1% | Valuation: FAIR VALUE 📅 Days until EOY 2025: 189 days | EOY Target: $32.53 (+5331.1%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ⚠️ Insufficient historical data for forward returns analysis 💡 Need more historical data or try different ROC windows ======================================================================================================================== Chart 11: GT-USD (R² = 0.9120)
📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $16.71 ($14.69,-12% - $16.55,-1%) +30d (1m): $11.50,-31.2% ($10.64,-36% - $12.42,-26%) +60d (2m): $8.47,-49.3% ($7.63,-54% - $9.41,-44%) +90d (3m): $6.25,-62.6% ($5.45,-67% - $7.16,-57%) +180d (6m): $2.50,-85.0% ($1.97,-88% - $3.17,-81%) +365d (1y): $0.381291,-97.7% ($0.242647,-99% - $0.599153,-96%) +EOY (189d): $2.28,-86.3% ($1.78,-89% - $2.92,-83%) End-of-year outlook: 📉 Bearish Trend (-86.3%) Confidence: 91.2% | Valuation: FAIR VALUE 📅 Days until EOY 2025: 189 days | EOY Target: $2.28 (-86.3%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== GT - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -21.94% Rounded target for matching: -22% Similar historical periods found: 8 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 8 62.5% 3.57% 2.97% 4.55% -0.83% 6.77% -3.75% 12.14% 14 days 8 62.5% 3.93% 0.54% 6.35% -4.77% 5.85% -9.61% 6.41% 30 days 8 75.0% 1.41% 3.05% 13.76% -8.46% 14.55% -15.73% 29.62% 90 days 8 87.5% 25.31% 22.26% 20.27% 5.31% 39.20% -3.33% 47.29% 180 days 8 75.0% 14.97% 146.18% 355.49% -151.02% 443.37% -18.83% 1085.15% 365 days 8 100.0% 22.04% 236.04% 463.56% -151.50% 623.59% 0.19% 1447.97% ======================================================================================================================== GT - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -30.20% Rounded target for matching: -30% Similar historical periods found: 8 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 8 87.5% 5.72% 5.42% 4.87% 1.36% 9.49% -5.83% 10.76% 14 days 8 87.5% 22.59% 18.30% 12.35% 7.97% 28.63% -7.19% 33.27% 30 days 8 75.0% 35.46% 26.93% 20.70% 9.62% 44.23% -5.05% 46.98% 90 days 8 100.0% 65.43% 58.71% 49.01% 17.73% 99.69% 3.83% 165.37% 180 days 8 75.0% 39.24% 127.02% 253.23% -84.68% 338.73% -5.45% 793.14% 365 days 8 87.5% 68.06% 415.50% 656.68% -133.49% 964.50% -5.14% 1729.88% ======================================================================================================================== Chart 12: POL-USD (R² = 0.9109)
📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $0.008241 ($0.006044,-27% - $0.009944,+21%) +30d (1m): $0.007129,-13.5% ($0.005557,-33% - $0.009145,+11%) +60d (2m): $0.006555,-20.5% ($0.005109,-38% - $0.008411,+2%) +90d (3m): $0.006028,-26.9% ($0.004697,-43% - $0.007736,-6%) +180d (6m): $0.004687,-43.1% ($0.003649,-56% - $0.006020,-27%) +365d (1y): $0.002794,-66.1% ($0.002170,-74% - $0.003597,-56%) +EOY (189d): $0.004570,-44.5% ($0.003558,-57% - $0.005871,-29%) End-of-year outlook: 📉 Bearish Trend (-44.5%) Confidence: 91.1% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-15%) 📅 Days until EOY 2025: 189 days | EOY Target: $0.004570 (-44.5%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== POL - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 2.24% Rounded target for matching: 2% Similar historical periods found: 19 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 19 36.8% -3.69% -2.62% 12.80% -8.79% 3.55% -20.88% 36.99% 14 days 19 36.8% -1.81% -0.82% 16.47% -8.76% 7.12% -26.39% 38.17% 30 days 19 47.4% -4.68% 7.87% 42.02% -12.38% 28.12% -49.27% 114.32% 90 days 19 26.3% -15.58% 138.66% 390.70% -49.65% 326.97% -68.11% 1069.77% 180 days 18 22.2% -52.87% 275.86% 712.38% -78.40% 630.11% -84.78% 1958.84% 365 days 12 33.3% -88.99% 188.43% 399.49% -65.39% 442.25% -91.45% 929.33% ======================================================================================================================== POL - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -14.99% Rounded target for matching: -15% Similar historical periods found: 14 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 14 50.0% -1.47% 4.01% 32.71% -14.88% 22.89% -22.96% 113.53% 14 days 14 50.0% -0.97% 7.37% 29.60% -9.72% 24.46% -27.20% 92.21% 30 days 14 50.0% 0.03% 25.00% 108.64% -37.73% 87.73% -49.27% 409.24% 90 days 13 7.7% -35.80% 29.04% 239.21% -115.51% 173.60% -62.18% 855.61% 180 days 12 8.3% -67.42% 41.03% 345.65% -178.58% 260.64% -84.78% 1185.82% 365 days 9 11.1% -86.31% -19.16% 180.00% -157.52% 119.21% -90.45% 489.19% ======================================================================================================================== Chart 13: TIA-USD (R² = 0.9050)
📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $1.59 ($1.34,-16% - $1.70,+7%) +30d (1m): $0.851651,-46.5% ($0.731830,-54% - $0.991091,-38%) +60d (2m): $0.480489,-69.8% ($0.391388,-75% - $0.589874,-63%) +90d (3m): $0.271085,-83.0% ($0.207768,-87% - $0.353699,-78%) +180d (6m): $0.048682,-96.9% ($0.030634,-98% - $0.077364,-95%) +365d (1y): $0.001427,-99.9% ($0.000589,-100% - $0.003456,-100%) +EOY (189d): $0.041001,-97.4% ($0.025284,-98% - $0.066488,-96%) End-of-year outlook: 📉 Bearish Trend (-97.4%) Confidence: 90.5% | Valuation: FAIR VALUE 📅 Days until EOY 2025: 189 days | EOY Target: $0.041001 (-97.4%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== TIA - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -37.33% Rounded target for matching: -37% Similar historical periods found: 9 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 9 55.6% 2.86% -4.56% 16.05% -16.90% 7.78% -44.68% 13.23% 14 days 9 44.4% -8.65% -7.00% 15.36% -18.80% 4.81% -41.54% 14.74% 30 days 9 11.1% -21.89% -23.97% 20.89% -40.03% -7.92% -57.12% 18.61% 90 days 9 33.3% -24.50% -14.41% 28.57% -36.37% 7.56% -65.88% 30.24% 180 days 9 22.2% -34.62% -5.89% 88.55% -73.96% 62.17% -62.55% 236.52% 365 days 9 66.7% 109.98% 1942.98% 5312.70% -2140.72% 6026.69% -67.69% 16967.21% ======================================================================================================================== TIA - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -56.85% Rounded target for matching: -57% Similar historical periods found: 10 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 10 50.0% -7.37% -7.61% 29.41% -28.65% 13.43% -42.81% 46.56% 14 days 10 40.0% -7.03% 5.27% 27.42% -14.35% 24.88% -31.91% 45.69% 30 days 10 50.0% 2.44% -5.82% 23.86% -22.89% 11.25% -45.62% 27.99% 90 days 10 20.0% -13.53% 14.87% 68.00% -33.78% 63.51% -36.10% 162.16% 180 days 10 70.0% 65.54% 53.12% 79.42% -3.70% 109.93% -55.78% 171.46% 365 days 7 57.1% 45.93% 23.63% 85.20% -55.16% 102.43% -75.08% 175.56% ======================================================================================================================== Chart 14: LEO-USD (R² = 0.8908)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $9.13 ($8.16,-11% - $12.86,+41%) +30d (1m): $10.72,+17.5% ($8.54,-6% - $13.46,+47%) +60d (2m): $11.23,+22.9% ($8.94,-2% - $14.10,+54%) +90d (3m): $11.75,+28.7% ($9.36,+2% - $14.76,+62%) +180d (6m): $13.48,+47.6% ($10.73,+18% - $16.93,+85%) +365d (1y): $17.87,+95.7% ($14.22,+56% - $22.46,+146%) +EOY (189d): $13.67,+49.7% ($10.88,+19% - $17.17,+88%) End-of-year outlook: 📈 Bullish Trend (+49.7%) Confidence: 89.1% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-6%) 📅 Days until EOY 2025: 189 days | EOY Target: $13.67 (+49.7%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 3.67% Rounded target for matching: 4% Similar historical periods found: 108 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 108 63.9% 0.94% 2.70% 7.69% 1.23% 4.16% -10.77% 41.46% 14 days 108 71.3% 2.06% 6.69% 13.24% 4.16% 9.21% -13.90% 52.03% 30 days 108 68.5% 4.75% 10.89% 18.86% 7.29% 14.49% -21.73% 53.35% 90 days 107 79.4% 15.59% 32.83% 45.24% 24.16% 41.50% -26.48% 180.92% 180 days 104 93.3% 36.09% 42.32% 40.10% 34.52% 50.12% -36.68% 124.83% 365 days 95 91.6% 106.94% 120.36% 100.55% 99.88% 140.85% -42.27% 439.82% ======================================================================================================================== LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -6.42% Rounded target for matching: -6% Similar historical periods found: 25 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 25 56.0% 0.04% -0.04% 3.44% -1.47% 1.38% -7.63% 8.50% 14 days 25 56.0% 0.25% -0.02% 6.90% -2.86% 2.83% -19.28% 18.64% 30 days 25 64.0% 2.05% 2.00% 8.88% -1.67% 5.66% -17.85% 26.27% 90 days 21 57.1% 2.03% 1.90% 14.79% -4.83% 8.63% -25.46% 36.83% 180 days 21 66.7% 11.33% 15.68% 41.52% -3.22% 34.58% -35.53% 113.45% 365 days 21 66.7% 48.91% 31.16% 41.41% 12.30% 50.01% -36.25% 79.23% ======================================================================================================================== Chart 15: BGB-USD (R² = 0.8895)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $4.21 ($2.37,-44% - $9.27,+120%) +30d (1m): $5.20,+23.4% ($2.63,-38% - $10.27,+144%) +60d (2m): $5.75,+36.7% ($2.91,-31% - $11.38,+170%) +90d (3m): $6.37,+51.4% ($3.22,-23% - $12.60,+199%) +180d (6m): $8.66,+105.8% ($4.38,+4% - $17.13,+307%) +365d (1y): $16.26,+286.4% ($8.21,+95% - $32.21,+665%) +EOY (189d): $8.93,+112.2% ($4.51,+7% - $17.67,+320%) End-of-year outlook: 📈 Bullish Trend (+112.2%) Confidence: 88.9% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-15%) 📅 Days until EOY 2025: 189 days | EOY Target: $8.93 (+112.2%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -15.08% Rounded target for matching: -15% Similar historical periods found: 6 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 6 83.3% 4.05% 3.51% 5.51% -2.27% 9.30% -6.13% 9.63% 14 days 6 83.3% 7.93% 4.26% 10.57% -6.83% 15.35% -19.01% 12.33% 30 days 6 50.0% 1.46% 1.60% 9.51% -8.38% 11.57% -10.59% 14.45% 90 days 6 83.3% 36.73% 105.33% 187.91% -91.87% 302.53% -15.08% 522.53% 180 days 5 100.0% 498.01% 411.24% 206.42% 154.94% 667.54% 37.39% 627.95% ======================================================================================================================== ======================================================================================================================== 🟢 TOP 14 CRYPTO INSTRUMENTS - UNDERVALUED OPPORTUNITIES ======================================================================================================================== Rank Symbol Under% R² Growth% Price Upside% Window ------------------------------------------------------------------------------------------------------------------------ 1 PENDLE-USD 69.5% 0.776092 445.1% $3.60 227.5% 1000d 2 IMX-USD 63.8% 0.801302 -100.0% $0.004143 176.3% 120 d 3 SOL-USD 51.8% 0.782579 203.6% $144.85 107.4% 1000d 4 HYPE-USD 41.2% 0.831823 -97.1% $0.000005 70.2% 1000d 5 FARTCOIN-USD 40.9% 0.758650 21955.0% $1.05 69.3% 120 d 6 XRP-USD 26.2% 0.714969 364.5% $2.17 35.6% 500 d 7 BNB-USD 24.6% 0.767376 90.4% $641.30 32.7% 750 d 8 QNT-USD 16.6% 0.772341 1194.8% $98.67 20.0% 90 d 9 PYTH-USD 13.3% 0.806287 -91.4% $0.085354 15.3% 180 d 10 TBTC-USD 12.8% 0.932135 103.4% $102.8K 14.6% 1000d 11 BTC-USD 11.6% 0.935857 103.3% $105.6K 13.2% 1000d 12 FTN-USD 11.4% 0.989422 135.8% $4.44 12.9% 750 d 13 LEO-USD 10.9% 0.890784 74.4% $9.13 12.2% 750 d 14 BGB-USD 10.3% 0.889489 246.7% $4.21 11.5% 1000d 📊 DISPLAYING ALL 14 UNDERVALUED CRYPTO OPPORTUNITY CHARTS: -------------------------------------------------------------------------------- Chart 1: PENDLE-USD (Undervalued by 69.5%)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $3.60 ($2.86,-21% - $48.63,+1250%) +30d (1m): $13.56,+276.4% ($3.29,-9% - $55.92,+1452%) +60d (2m): $15.59,+332.7% ($3.78,+5% - $64.31,+1685%) +90d (3m): $17.92,+397.5% ($4.34,+21% - $73.94,+1953%) +180d (6m): $27.23,+655.7% ($6.59,+83% - $112.44,+3021%) +365d (1y): $64.31,+1685.0% ($15.53,+331% - $266.22,+7290%) +EOY (189d): $28.39,+688.0% ($6.87,+91% - $117.25,+3155%) End-of-year outlook: 📈 Bullish Trend (+688.0%) Confidence: 77.6% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 5 periods in chart (90d ROC≈23%) 📅 Days until EOY 2025: 189 days | EOY Target: $28.39 (+688.0%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== PENDLE - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -18.65% Rounded target for matching: -19% Similar historical periods found: 13 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 13 30.8% -4.55% -4.08% 16.54% -14.08% 5.91% -27.79% 37.35% 14 days 13 53.8% 0.15% 13.83% 57.85% -21.13% 48.79% -46.22% 190.43% 30 days 13 61.5% 14.68% 16.57% 53.48% -15.75% 48.88% -62.23% 157.44% 90 days 13 76.9% 28.47% 28.76% 43.97% 2.20% 55.33% -58.28% 95.35% 180 days 8 50.0% 0.35% 61.84% 141.07% -56.10% 179.78% -59.51% 336.23% 365 days 8 37.5% -18.27% 66.89% 153.55% -61.49% 195.26% -87.55% 306.78% ======================================================================================================================== PENDLE - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 22.55% Rounded target for matching: 23% Similar historical periods found: 6 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 6 83.3% 4.70% 6.72% 12.58% -6.48% 19.92% -10.31% 31.72% 14 days 6 66.7% 6.71% 10.28% 18.92% -9.58% 30.14% -12.37% 45.11% 30 days 6 66.7% 4.63% -0.13% 16.13% -17.05% 16.80% -26.08% 19.25% 90 days 5 40.0% -19.32% 35.47% 82.38% -66.82% 137.75% -50.49% 157.89% 180 days 5 40.0% -24.95% 160.20% 251.24% -151.76% 472.16% -69.36% 502.17% 365 days 3 66.7% 415.45% 247.59% 239.29% -346.85% 842.03% -90.82% 418.13% ======================================================================================================================== Chart 2: IMX-USD (Undervalued by 63.8%)
📊 PRICE PROJECTIONS (Linear Regression - 120 days): Current: $0.004143 ($0.005406,+30% - $0.024248,+485%) +30d (1m): $0.005986,+44.5% ($0.002795,-33% - $0.012820,+209%) +60d (2m): $0.003130,-24.5% ($0.001439,-65% - $0.006807,+64%) +90d (3m): $0.001636,-60.5% ($0.000738,-82% - $0.003629,-12%) +180d (6m): $0.000234,-94.4% ($0.000097,-98% - $0.000561,-86%) +365d (1y): $0.000004,-99.9% ($0.000001,-100% - $0.000013,-100%) +EOY (189d): $0.000193,-95.4% ($0.000079,-98% - $0.000467,-89%) End-of-year outlook: 📉 Bearish Trend (-95.4%) Confidence: 80.1% | Valuation: UNDERVALUED 📅 Days until EOY 2025: 189 days | EOY Target: $0.000193 (-95.4%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ⚠️ Insufficient historical data for forward returns analysis 💡 Need more historical data or try different ROC windows ======================================================================================================================== Chart 3: SOL-USD (Undervalued by 51.8%)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $144.85 ($120.88,-17% - $746.43,+415%) +30d (1m): $329.09,+127.2% ($132.41,-9% - $817.90,+465%) +60d (2m): $360.54,+148.9% ($145.04,+0% - $896.23,+519%) +90d (3m): $395.00,+172.7% ($158.88,+10% - $982.06,+578%) +180d (6m): $519.41,+258.6% ($208.79,+44% - $1.3K,+792%) +365d (1y): $911.91,+529.6% ($365.99,+153% - $2.3K,+1469%) +EOY (189d): $533.83,+268.6% ($214.57,+48% - $1.3K,+817%) End-of-year outlook: 📈 Bullish Trend (+268.6%) Confidence: 78.3% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 9 periods in chart (90d ROC≈1%) 📅 Days until EOY 2025: 189 days | EOY Target: $533.83 (+268.6%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== SOL - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -17.72% Rounded target for matching: -18% Similar historical periods found: 24 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 24 33.3% -4.02% -2.06% 10.32% -6.42% 2.30% -23.39% 17.08% 14 days 24 45.8% -2.23% 0.75% 19.82% -7.62% 9.13% -37.52% 36.69% 30 days 24 58.3% 7.86% 13.28% 34.40% -1.25% 27.80% -36.20% 105.60% 90 days 24 33.3% -17.44% 42.49% 175.12% -31.45% 116.44% -62.44% 793.12% 180 days 21 47.6% -8.49% 190.33% 489.77% -32.61% 413.27% -76.11% 2201.77% 365 days 19 52.6% 424.04% 1121.75% 2623.96% -142.96% 2386.46% -83.41% 10799.21% ======================================================================================================================== SOL - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 0.72% Rounded target for matching: 1% Similar historical periods found: 15 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 15 33.3% -5.81% -6.25% 10.05% -11.82% -0.69% -26.00% 8.39% 14 days 15 26.7% -12.21% -7.58% 18.24% -17.68% 2.52% -39.20% 36.40% 30 days 15 13.3% -21.34% -10.49% 36.85% -30.89% 9.92% -51.31% 105.59% 90 days 14 42.9% -7.90% 26.11% 105.72% -34.94% 87.15% -59.68% 342.39% 180 days 14 50.0% 7.34% 94.68% 218.31% -31.37% 220.73% -80.11% 712.71% 365 days 12 50.0% 244.83% 273.21% 356.36% 46.79% 499.63% -94.15% 681.04% ======================================================================================================================== Chart 4: HYPE-USD (Undervalued by 41.2%)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $0.000005 ($0.000001,-86% - $0.000110,+1934%) +30d (1m): $0.000007,+27.1% ($0.000001,-89% - $0.000082,+1420%) +60d (2m): $0.000005,-5.0% ($0.000000,-92% - $0.000061,+1036%) +90d (3m): $0.000004,-29.1% ($0.000000,-94% - $0.000046,+749%) +180d (6m): $0.000002,-70.4% ($0.000000,-98% - $0.000019,+255%) +365d (1y): $0.000000,-95.1% ($0.000000,-100% - $0.000003,-41%) +EOY (189d): $0.000001,-72.9% ($0.000000,-98% - $0.000018,+225%) End-of-year outlook: 📉 Bearish Trend (-72.9%) Confidence: 83.2% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 19 periods in chart (90d ROC≈-84%) 📅 Days until EOY 2025: 189 days | EOY Target: $0.000001 (-72.9%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== HYPE - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -66.23% Rounded target for matching: -66% Similar historical periods found: 5 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 5 20.0% -7.14% -4.98% 7.41% -14.18% 4.22% -12.68% 7.14% 14 days 5 40.0% -6.87% 0.71% 19.70% -23.75% 25.18% -20.93% 35.71% 30 days 5 20.0% -5.09% -21.42% 35.52% -65.52% 22.68% -86.51% 14.29% 90 days 3 0.0% -75.17% -53.38% 32.26% -133.53% 26.76% -77.21% -7.77% 180 days 3 33.3% -67.91% 302.45% 537.31% -1032.30% 1637.21% -86.98% 1062.25% ======================================================================================================================== HYPE - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -84.11% Rounded target for matching: -84% Similar historical periods found: 28 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 28 28.6% -5.48% -9.59% 15.69% -15.68% -3.51% -38.49% 25.89% 14 days 28 21.4% -19.80% -17.57% 22.83% -26.43% -8.72% -50.35% 38.91% 30 days 28 25.0% -26.16% -26.32% 36.45% -40.45% -12.18% -76.91% 109.53% 90 days 28 39.3% -59.53% 333.50% 666.97% 74.87% 592.13% -95.60% 2131.91% 180 days 28 39.3% -88.76% 395.38% 790.96% 88.68% 702.08% -97.52% 2614.96% 365 days 26 3.8% -88.37% -80.14% 25.99% -90.64% -69.64% -99.22% 4.44% ======================================================================================================================== Chart 5: FARTCOIN-USD (Undervalued by 40.9%)
📊 PRICE PROJECTIONS (Linear Regression - 120 days): Current: $1.05 ($0.991137,-5% - $3.17,+203%) +30d (1m): $2.76,+163.8% ($1.53,+46% - $4.98,+376%) +60d (2m): $4.30,+311.0% ($2.36,+125% - $7.86,+650%) +90d (3m): $6.71,+540.4% ($3.62,+246% - $12.43,+1087%) +180d (6m): $25.37,+2322.7% ($12.87,+1129% - $50.00,+4675%) +365d (1y): $390.94,+37234.4% ($165.45,+15701% - $923.73,+88115%) +EOY (189d): $28.98,+2667.5% ($14.60,+1294% - $57.53,+5394%) End-of-year outlook: 📈 Bullish Trend (+2667.5%) Confidence: 75.9% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈79%) 📅 Days until EOY 2025: 189 days | EOY Target: $28.98 (+2667.5%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ⚠️ Insufficient historical data for forward returns analysis 💡 Need more historical data or try different ROC windows ======================================================================================================================== Chart 6: XRP-USD (Undervalued by 26.2%)
📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $2.17 ($1.38,-36% - $6.26,+189%) +30d (1m): $3.33,+53.8% ($1.56,-28% - $7.10,+228%) +60d (2m): $3.78,+74.5% ($1.77,-18% - $8.06,+272%) +90d (3m): $4.29,+98.0% ($2.01,-7% - $9.16,+323%) +180d (6m): $6.26,+189.1% ($2.93,+35% - $13.40,+519%) +365d (1y): $13.64,+529.7% ($6.33,+192% - $29.39,+1257%) +EOY (189d): $6.51,+200.3% ($3.04,+40% - $13.92,+543%) End-of-year outlook: 📈 Bullish Trend (+200.3%) Confidence: 71.5% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 10 periods in chart (90d ROC≈-12%) 📅 Days until EOY 2025: 189 days | EOY Target: $6.51 (+200.3%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== XRP - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -7.14% Rounded target for matching: -7% Similar historical periods found: 59 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 59 35.6% -2.14% -2.18% 9.75% -4.72% 0.36% -45.13% 27.27% 14 days 59 28.8% -3.30% -1.47% 14.28% -5.19% 2.25% -38.34% 50.63% 30 days 59 55.9% 6.95% 11.16% 33.45% 2.44% 19.88% -41.50% 121.62% 90 days 58 63.8% 11.16% 39.49% 119.80% 7.99% 70.99% -56.94% 506.08% 180 days 55 67.3% 24.91% 71.62% 126.24% 37.49% 105.74% -66.92% 406.05% 365 days 50 76.0% 63.59% 135.87% 170.26% 87.48% 184.26% -70.91% 471.43% ======================================================================================================================== XRP - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -11.63% Rounded target for matching: -12% Similar historical periods found: 45 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 45 62.2% 1.97% 4.33% 13.30% 0.33% 8.33% -18.10% 70.81% 14 days 45 55.6% 3.28% 14.40% 37.15% 3.24% 25.56% -19.68% 144.86% 30 days 45 60.0% 1.16% 32.64% 75.89% 9.84% 55.44% -20.38% 347.02% 90 days 44 61.4% 5.30% 46.98% 137.14% 5.29% 88.68% -61.37% 503.45% 180 days 44 50.0% -3.52% 69.56% 161.70% 20.40% 118.72% -60.59% 524.70% 365 days 40 57.5% 42.18% 122.68% 182.52% 64.31% 181.05% -70.60% 633.16% ======================================================================================================================== Chart 7: BNB-USD (Undervalued by 24.6%)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $641.30 ($562.39,-12% - $1.3K,+101%) +30d (1m): $897.13,+39.9% ($592.88,-8% - $1.4K,+112%) +60d (2m): $945.90,+47.5% ($625.02,-3% - $1.4K,+123%) +90d (3m): $997.33,+55.5% ($658.90,+3% - $1.5K,+135%) +180d (6m): $1.2K,+82.3% ($771.90,+20% - $1.8K,+176%) +365d (1y): $1.6K,+152.7% ($1.1K,+67% - $2.5K,+283%) +EOY (189d): $1.2K,+85.2% ($784.22,+22% - $1.8K,+180%) End-of-year outlook: 📈 Bullish Trend (+85.2%) Confidence: 76.7% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 11 periods in chart (90d ROC≈2%) 📅 Days until EOY 2025: 189 days | EOY Target: $1.2K (+85.2%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== BNB - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -4.04% Rounded target for matching: -4% Similar historical periods found: 57 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 57 54.4% 0.30% 0.91% 7.90% -1.19% 3.00% -19.13% 22.14% 14 days 57 54.4% 0.86% 0.81% 12.55% -2.52% 4.14% -31.62% 33.69% 30 days 57 54.4% 1.42% 3.61% 19.14% -1.47% 8.68% -48.97% 51.09% 90 days 54 55.6% 1.93% 18.51% 95.43% -7.54% 44.56% -50.44% 668.76% 180 days 46 65.2% 11.20% 42.06% 114.75% 7.98% 76.13% -55.79% 705.58% 365 days 39 71.8% 66.19% 180.18% 437.16% 38.47% 321.89% -50.55% 1853.00% ======================================================================================================================== BNB - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 1.80% Rounded target for matching: 2% Similar historical periods found: 22 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 22 59.1% 1.77% 0.34% 5.63% -2.16% 2.84% -15.47% 8.13% 14 days 22 59.1% 1.18% 3.73% 11.92% -1.56% 9.02% -22.58% 30.36% 30 days 22 54.5% 0.94% -0.06% 7.83% -3.53% 3.41% -21.67% 10.34% 90 days 20 85.0% 10.63% 10.29% 16.76% 2.44% 18.13% -26.07% 51.90% 180 days 20 70.0% 2.26% 16.48% 48.31% -6.13% 39.09% -30.70% 145.31% 365 days 13 61.5% 10.03% 37.77% 61.59% 0.55% 74.99% -24.52% 159.81% ======================================================================================================================== Chart 8: QNT-USD (Undervalued by 16.6%)
📊 PRICE PROJECTIONS (Linear Regression - 90 days): Current: $98.67 ($96.82,-2% - $144.71,+47%) +30d (1m): $146.10,+48.1% ($118.84,+20% - $179.61,+82%) +60d (2m): $180.33,+82.8% ($145.50,+47% - $223.50,+127%) +90d (3m): $222.57,+125.6% ($177.73,+80% - $278.74,+182%) +180d (6m): $418.52,+324.2% ($320.50,+225% - $546.52,+454%) +365d (1y): $1.5K,+1453.3% ($1.0K,+960% - $2.2K,+2176%) +EOY (189d): $445.80,+351.8% ($339.74,+244% - $584.99,+493%) End-of-year outlook: 📈 Bullish Trend (+351.8%) Confidence: 77.2% | Valuation: UNDERVALUED 📅 Days until EOY 2025: 189 days | EOY Target: $445.80 (+351.8%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== QNT - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 3.06% Rounded target for matching: 3% Similar historical periods found: 26 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 26 38.5% -2.09% 3.90% 22.70% -5.27% 13.07% -28.57% 94.59% 14 days 26 46.2% -2.56% 8.02% 27.22% -2.98% 19.01% -31.62% 106.49% 30 days 26 50.0% -1.16% 16.47% 41.13% -0.14% 33.08% -35.02% 143.43% 90 days 26 65.4% 11.21% 53.81% 92.55% 16.43% 91.19% -37.08% 334.39% 180 days 26 61.5% 35.67% 162.54% 229.37% 69.90% 255.19% -43.38% 689.65% 365 days 26 53.8% 28.25% 235.63% 490.34% 37.58% 433.68% -47.07% 1829.43% ======================================================================================================================== QNT - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 24.35% Rounded target for matching: 24% Similar historical periods found: 10 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 10 40.0% -2.78% 2.74% 16.49% -9.05% 14.53% -21.25% 32.76% 14 days 10 80.0% 12.49% 15.10% 21.57% -0.33% 30.53% -23.16% 58.31% 30 days 10 70.0% 2.59% 11.05% 27.62% -8.71% 30.80% -29.40% 62.29% 90 days 10 80.0% 20.82% 45.29% 67.99% -3.35% 93.92% -35.73% 205.80% 180 days 9 44.4% -23.80% 134.10% 195.81% -16.41% 284.61% -46.47% 439.12% 365 days 9 77.8% 24.69% 739.10% 1192.91% -177.85% 1656.05% -44.31% 3066.21% ======================================================================================================================== Chart 9: PYTH-USD (Undervalued by 13.3%)
📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $0.085354 ($0.069934,-18% - $0.138452,+62%) +30d (1m): $0.080432,-5.8% ($0.057041,-33% - $0.113415,+33%) +60d (2m): $0.065745,-23.0% ($0.046498,-46% - $0.092960,+9%) +90d (3m): $0.053740,-37.0% ($0.037881,-56% - $0.076239,-11%) +180d (6m): $0.029350,-65.6% ($0.020415,-76% - $0.042195,-51%) +365d (1y): $0.008465,-90.1% ($0.005651,-93% - $0.012679,-85%) +EOY (189d): $0.027627,-67.6% ($0.019186,-78% - $0.039782,-53%) End-of-year outlook: 📉 Bearish Trend (-67.6%) Confidence: 80.6% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-49%) 📅 Days until EOY 2025: 189 days | EOY Target: $0.027627 (-67.6%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== PYTH - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -35.37% Rounded target for matching: -35% Similar historical periods found: 6 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 6 33.3% -5.69% -2.10% 15.37% -18.23% 14.04% -20.96% 19.43% 14 days 6 50.0% -5.17% -4.70% 19.58% -25.25% 15.86% -32.84% 25.56% 30 days 6 33.3% -12.16% 0.54% 34.83% -36.01% 37.08% -27.58% 74.10% 90 days 5 20.0% -34.12% 11.04% 98.46% -111.21% 133.29% -48.20% 207.37% 180 days 4 50.0% -18.51% -17.74% 27.26% -61.11% 25.63% -46.36% 12.42% 365 days 4 25.0% -63.75% -40.73% 48.21% -117.45% 35.98% -76.86% 41.43% ======================================================================================================================== PYTH - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -49.43% Rounded target for matching: -49% Similar historical periods found: 8 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 8 50.0% 0.62% 1.30% 7.28% -4.79% 7.38% -14.20% 11.67% 14 days 8 25.0% -8.27% -7.64% 9.47% -15.55% 0.28% -23.69% 7.19% 30 days 8 0.0% -26.81% -20.81% 10.66% -29.73% -11.90% -30.60% -3.43% 90 days 8 25.0% -28.95% -17.10% 27.41% -40.02% 5.81% -39.17% 31.00% 180 days 3 100.0% 4.23% 9.38% 9.40% -13.97% 32.72% 1.34% 22.56% ======================================================================================================================== Chart 10: TBTC-USD (Undervalued by 12.8%)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $102.8K ($87.5K,-15% - $158.7K,+54%) +30d (1m): $124.9K,+21.5% ($92.7K,-10% - $168.3K,+64%) +60d (2m): $132.4K,+28.8% ($98.3K,-4% - $178.4K,+74%) +90d (3m): $140.4K,+36.6% ($104.2K,+1% - $189.1K,+84%) +180d (6m): $167.2K,+62.7% ($124.1K,+21% - $225.4K,+119%) +365d (1y): $239.7K,+133.2% ($177.8K,+73% - $323.2K,+214%) +EOY (189d): $170.2K,+65.6% ($126.3K,+23% - $229.4K,+123%) End-of-year outlook: 📈 Bullish Trend (+65.6%) Confidence: 93.2% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 6 periods in chart (90d ROC≈25%) 📅 Days until EOY 2025: 189 days | EOY Target: $170.2K (+65.6%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== TBTC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -6.28% Rounded target for matching: -6% Similar historical periods found: 45 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 45 48.9% -0.40% 0.09% 8.92% -2.59% 2.77% -22.29% 25.59% 14 days 45 42.2% -0.86% 0.59% 13.70% -3.53% 4.70% -32.23% 47.18% 30 days 45 40.0% -6.03% -3.92% 15.89% -8.69% 0.85% -33.95% 42.36% 90 days 44 45.5% -0.71% 1.43% 28.72% -7.30% 10.16% -45.62% 65.68% 180 days 38 73.7% 23.14% 18.96% 47.78% 3.25% 34.66% -56.67% 178.08% 365 days 33 63.6% 31.81% 45.42% 82.94% 16.02% 74.83% -72.83% 209.72% ======================================================================================================================== TBTC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 24.64% Rounded target for matching: 25% Similar historical periods found: 8 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 8 62.5% 2.93% 6.18% 9.40% -1.68% 14.04% -1.95% 28.39% 14 days 8 75.0% 12.31% 14.27% 13.25% 3.19% 25.35% -4.52% 32.44% 30 days 8 75.0% 21.62% 19.30% 18.16% 4.12% 34.49% -6.91% 44.02% 90 days 8 87.5% 21.85% 22.25% 16.79% 8.21% 36.30% -1.26% 50.63% 180 days 8 87.5% 36.53% 39.28% 34.84% 10.16% 68.41% -19.66% 81.99% 365 days 6 66.7% 91.84% 59.53% 86.54% -31.29% 150.35% -57.26% 170.99% ======================================================================================================================== Chart 11: BTC-USD (Undervalued by 11.6%)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $105.6K ($89.5K,-15% - $159.5K,+51%) +30d (1m): $126.6K,+19.9% ($94.9K,-10% - $169.1K,+60%) +60d (2m): $134.2K,+27.2% ($100.6K,-5% - $179.2K,+70%) +90d (3m): $142.3K,+34.8% ($106.6K,+1% - $190.0K,+80%) +180d (6m): $169.5K,+60.6% ($126.9K,+20% - $226.4K,+114%) +365d (1y): $242.9K,+130.0% ($181.8K,+72% - $324.5K,+207%) +EOY (189d): $172.5K,+63.4% ($129.2K,+22% - $230.4K,+118%) End-of-year outlook: 📈 Bullish Trend (+63.4%) Confidence: 93.6% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 14 periods in chart (90d ROC≈21%) 📅 Days until EOY 2025: 189 days | EOY Target: $172.5K (+63.4%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -2.05% Rounded target for matching: -2% Similar historical periods found: 86 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 86 51.2% 0.42% 0.81% 8.77% -1.07% 2.69% -32.94% 23.72% 14 days 86 59.3% 1.67% 1.55% 12.84% -1.20% 4.30% -31.10% 34.34% 30 days 86 52.3% 0.90% 1.91% 22.91% -3.00% 6.83% -60.32% 55.33% 90 days 83 49.4% -0.55% 9.53% 55.96% -2.69% 21.75% -62.14% 355.12% 180 days 78 62.8% 27.18% 39.36% 84.42% 20.32% 58.39% -62.12% 339.80% 365 days 70 75.7% 69.12% 101.99% 160.03% 63.83% 140.15% -76.74% 1117.48% ======================================================================================================================== BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 20.70% Rounded target for matching: 21% Similar historical periods found: 39 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 39 51.3% 0.31% 1.48% 11.62% -2.29% 5.24% -39.01% 30.81% 14 days 39 48.7% -0.08% 0.58% 16.65% -4.82% 5.97% -43.46% 33.52% 30 days 39 48.7% -1.25% 7.28% 26.05% -1.17% 15.72% -47.71% 55.33% 90 days 39 79.5% 20.23% 24.87% 39.56% 12.05% 37.70% -32.94% 159.43% 180 days 39 82.1% 33.27% 60.51% 95.25% 29.64% 91.39% -49.22% 371.85% 365 days 38 78.9% 135.78% 161.69% 171.96% 105.16% 218.21% -72.71% 731.96% ======================================================================================================================== Chart 12: FTN-USD (Undervalued by 11.4%)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $4.44 ($4.52,+2% - $5.56,+25%) +30d (1m): $5.38,+21.1% ($4.85,+9% - $5.97,+34%) +60d (2m): $5.78,+30.0% ($5.21,+17% - $6.41,+44%) +90d (3m): $6.20,+39.4% ($5.59,+26% - $6.87,+55%) +180d (6m): $7.66,+72.3% ($6.90,+55% - $8.49,+91%) +365d (1y): $11.83,+166.1% ($10.66,+140% - $13.12,+195%) +EOY (189d): $7.82,+76.0% ($7.05,+59% - $8.68,+95%) End-of-year outlook: 📈 Bullish Trend (+76.0%) Confidence: 98.9% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%) 📅 Days until EOY 2025: 189 days | EOY Target: $7.82 (+76.0%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 0.45% Rounded target for matching: 0% Similar historical periods found: 49 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 49 73.5% 3.80% 3.31% 4.18% 2.11% 4.51% -8.52% 11.03% 14 days 49 87.8% 5.93% 4.76% 4.80% 3.39% 6.14% -9.22% 12.02% 30 days 49 93.9% 9.30% 10.24% 6.67% 8.32% 12.16% -1.55% 26.17% 90 days 48 100.0% 29.73% 27.73% 11.17% 24.49% 30.98% 3.48% 48.76% 180 days 48 100.0% 62.55% 62.58% 7.92% 60.28% 64.88% 42.16% 82.46% 365 days 32 100.0% 152.27% 145.26% 17.57% 138.92% 151.59% 105.03% 168.45% ======================================================================================================================== FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 10.41% Rounded target for matching: 10% Similar historical periods found: 27 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 27 92.6% 1.35% 1.80% 2.51% 0.80% 2.79% -6.46% 7.38% 14 days 27 96.3% 2.37% 3.53% 2.71% 2.46% 4.60% -1.47% 9.84% 30 days 27 96.3% 4.08% 7.68% 6.57% 5.09% 10.28% -1.26% 24.09% 90 days 10 100.0% 38.23% 40.12% 6.92% 35.17% 45.07% 29.63% 50.28% 180 days 10 100.0% 60.90% 62.76% 5.55% 58.79% 66.73% 56.73% 76.41% 365 days 3 100.0% 159.54% 159.21% 0.53% 157.90% 160.52% 158.47% 159.63% ======================================================================================================================== Chart 13: LEO-USD (Undervalued by 10.9%)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $9.13 ($8.16,-11% - $12.86,+41%) +30d (1m): $10.72,+17.5% ($8.54,-6% - $13.46,+47%) +60d (2m): $11.23,+22.9% ($8.94,-2% - $14.10,+54%) +90d (3m): $11.75,+28.7% ($9.36,+2% - $14.76,+62%) +180d (6m): $13.48,+47.6% ($10.73,+18% - $16.93,+85%) +365d (1y): $17.87,+95.7% ($14.22,+56% - $22.46,+146%) +EOY (189d): $13.67,+49.7% ($10.88,+19% - $17.17,+88%) End-of-year outlook: 📈 Bullish Trend (+49.7%) Confidence: 89.1% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-6%) 📅 Days until EOY 2025: 189 days | EOY Target: $13.67 (+49.7%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 3.67% Rounded target for matching: 4% Similar historical periods found: 108 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 108 63.9% 0.94% 2.70% 7.69% 1.23% 4.16% -10.77% 41.46% 14 days 108 71.3% 2.06% 6.69% 13.24% 4.16% 9.21% -13.90% 52.03% 30 days 108 68.5% 4.75% 10.89% 18.86% 7.29% 14.49% -21.73% 53.35% 90 days 107 79.4% 15.59% 32.83% 45.24% 24.16% 41.50% -26.48% 180.92% 180 days 104 93.3% 36.09% 42.32% 40.10% 34.52% 50.12% -36.68% 124.83% 365 days 95 91.6% 106.94% 120.36% 100.55% 99.88% 140.85% -42.27% 439.82% ======================================================================================================================== LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -6.42% Rounded target for matching: -6% Similar historical periods found: 25 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 25 56.0% 0.04% -0.04% 3.44% -1.47% 1.38% -7.63% 8.50% 14 days 25 56.0% 0.25% -0.02% 6.90% -2.86% 2.83% -19.28% 18.64% 30 days 25 64.0% 2.05% 2.00% 8.88% -1.67% 5.66% -17.85% 26.27% 90 days 21 57.1% 2.03% 1.90% 14.79% -4.83% 8.63% -25.46% 36.83% 180 days 21 66.7% 11.33% 15.68% 41.52% -3.22% 34.58% -35.53% 113.45% 365 days 21 66.7% 48.91% 31.16% 41.41% 12.30% 50.01% -36.25% 79.23% ======================================================================================================================== Chart 14: BGB-USD (Undervalued by 10.3%)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $4.21 ($2.37,-44% - $9.27,+120%) +30d (1m): $5.20,+23.4% ($2.63,-38% - $10.27,+144%) +60d (2m): $5.75,+36.7% ($2.91,-31% - $11.38,+170%) +90d (3m): $6.37,+51.4% ($3.22,-23% - $12.60,+199%) +180d (6m): $8.66,+105.8% ($4.38,+4% - $17.13,+307%) +365d (1y): $16.26,+286.4% ($8.21,+95% - $32.21,+665%) +EOY (189d): $8.93,+112.2% ($4.51,+7% - $17.67,+320%) End-of-year outlook: 📈 Bullish Trend (+112.2%) Confidence: 88.9% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-15%) 📅 Days until EOY 2025: 189 days | EOY Target: $8.93 (+112.2%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -15.08% Rounded target for matching: -15% Similar historical periods found: 6 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 6 83.3% 4.05% 3.51% 5.51% -2.27% 9.30% -6.13% 9.63% 14 days 6 83.3% 7.93% 4.26% 10.57% -6.83% 15.35% -19.01% 12.33% 30 days 6 50.0% 1.46% 1.60% 9.51% -8.38% 11.57% -10.59% 14.45% 90 days 6 83.3% 36.73% 105.33% 187.91% -91.87% 302.53% -15.08% 522.53% 180 days 5 100.0% 498.01% 411.24% 206.42% 154.94% 667.54% 37.39% 627.95% ======================================================================================================================== ======================================================================================================================== 🔴 TOP 13 CRYPTO INSTRUMENTS - OVERVALUED WARNINGS ======================================================================================================================== Rank Symbol Over% R² Growth% Price Risk% Window ------------------------------------------------------------------------------------------------------------------------ 1 WAL-USD 223.3% 0.927294 -95.6% $0.000088 69.1% 1000d 2 TRUMP-USD 65.9% 0.810589 -94.4% $0.000548 39.7% 365 d 3 APT-USD 41.0% 0.940897 -83.9% $0.000131 29.1% 500 d 4 WBT-USD 37.6% 0.931786 199.8% $47.91 27.3% 750 d 5 GRT-USD 32.4% 0.767153 -89.7% $0.454301 24.5% 180 d 6 PEPE-USD 25.7% 0.778587 -98.3% $0.000006 20.4% 90 d 7 STX-USD 21.9% 0.842781 -76.8% $0.002834 17.9% 365 d 8 THETA-USD 18.6% 0.775260 -92.7% $0.670763 15.7% 180 d 9 ICP-USD 17.0% 0.719870 -80.4% $4.98 14.5% 180 d 10 XTZ-USD 15.8% 0.798926 -86.2% $0.533567 13.7% 180 d 11 ENA-USD 12.7% 0.702173 -91.3% $0.270318 11.3% 180 d 12 XMR-USD 11.8% 0.806268 89.3% $312.17 10.5% 500 d 13 KAIA-USD 11.6% 0.765779 417916.5% $0.210735 10.4% 30 d 📊 DISPLAYING ALL 13 OVERVALUED CRYPTO WARNING CHARTS: -------------------------------------------------------------------------------- Chart 1: WAL-USD (Overvalued by 223.3%)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $0.000088 ($0.000007,-92% - $0.000105,+20%) +30d (1m): $0.000021,-76.1% ($0.000005,-94% - $0.000082,-7%) +60d (2m): $0.000016,-81.5% ($0.000004,-95% - $0.000063,-28%) +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%) +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%) +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%) +EOY (189d): $0.000005,-93.9% ($0.000001,-98% - $0.000021,-76%) End-of-year outlook: 📉 Bearish Trend (-93.9%) Confidence: 92.7% | Valuation: OVERVALUED 🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%) 📅 Days until EOY 2025: 189 days | EOY Target: $0.000005 (-93.9%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ⚠️ Insufficient historical data for forward returns analysis 💡 Need more historical data or try different ROC windows ======================================================================================================================== Chart 2: TRUMP-USD (Overvalued by 65.9%)
📊 PRICE PROJECTIONS (Linear Regression - 365 days): Current: $0.000548 ($0.000149,-73% - $0.000732,+34%) +30d (1m): $0.000261,-52.4% ($0.000117,-79% - $0.000578,+6%) +60d (2m): $0.000206,-62.5% ($0.000092,-83% - $0.000457,-17%) +90d (3m): $0.000162,-70.4% ($0.000073,-87% - $0.000361,-34%) +180d (6m): $0.000080,-85.5% ($0.000036,-94% - $0.000178,-67%) +365d (1y): $0.000018,-96.6% ($0.000008,-99% - $0.000042,-92%) +EOY (189d): $0.000074,-86.5% ($0.000033,-94% - $0.000166,-70%) End-of-year outlook: 📉 Bearish Trend (-86.5%) Confidence: 81.1% | Valuation: OVERVALUED 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-4%) 📅 Days until EOY 2025: 189 days | EOY Target: $0.000074 (-86.5%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== TRUMP - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -6.48% Rounded target for matching: -6% Similar historical periods found: 19 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 19 47.4% -1.08% 15.32% 45.48% -6.60% 37.24% -47.69% 139.55% 14 days 19 52.6% 4.86% 30.40% 100.21% -17.90% 78.70% -47.85% 413.14% 30 days 19 36.8% -19.74% -9.52% 57.06% -37.03% 17.98% -96.24% 179.57% 90 days 19 57.9% 14.85% 129.36% 289.85% -10.34% 269.06% -95.65% 918.13% 180 days 19 36.8% -8.16% 56.24% 177.75% -29.44% 141.91% -97.24% 571.54% 365 days 18 33.3% -73.57% 196.74% 627.27% -115.19% 508.68% -99.85% 2556.38% ======================================================================================================================== TRUMP - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -3.52% Rounded target for matching: -4% Similar historical periods found: 11 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 11 45.5% -3.97% 5.88% 32.01% -15.63% 27.38% -22.19% 80.91% 14 days 11 45.5% -12.16% -18.23% 35.24% -41.91% 5.44% -96.06% 16.84% 30 days 11 45.5% -1.24% 12.10% 126.15% -72.65% 96.84% -96.83% 383.52% 90 days 11 45.5% -12.92% 35.70% 153.62% -67.51% 138.90% -96.60% 435.27% 180 days 10 40.0% -32.07% 142.34% 305.42% -76.14% 360.83% -98.44% 804.67% 365 days 10 40.0% -33.55% 315.58% 708.79% -191.46% 822.62% -82.47% 2327.43% ======================================================================================================================== Chart 3: APT-USD (Overvalued by 41.0%)
📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $0.000131 ($0.000065,-50% - $0.000133,+1%) +30d (1m): $0.000080,-38.9% ($0.000056,-57% - $0.000114,-13%) +60d (2m): $0.000069,-47.5% ($0.000048,-63% - $0.000098,-25%) +90d (3m): $0.000059,-54.8% ($0.000041,-68% - $0.000085,-35%) +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%) +365d (1y): $0.000015,-88.6% ($0.000010,-92% - $0.000022,-84%) +EOY (189d): $0.000036,-72.4% ($0.000025,-81% - $0.000052,-61%) End-of-year outlook: 📉 Bearish Trend (-72.4%) Confidence: 94.1% | Valuation: OVERVALUED 🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-6%) 📅 Days until EOY 2025: 189 days | EOY Target: $0.000036 (-72.4%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== APT - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -2.88% Rounded target for matching: -3% Similar historical periods found: 43 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 43 11.6% -1.47% -3.01% 20.50% -9.32% 3.30% -51.79% 103.03% 14 days 43 4.7% -2.90% -14.26% 18.75% -20.03% -8.49% -55.36% 2.24% 30 days 43 20.9% -3.52% -11.85% 25.46% -19.68% -4.01% -50.77% 39.42% 90 days 33 6.1% -46.56% 14.60% 232.91% -67.99% 97.19% -81.25% 1273.38% 180 days 19 10.5% -69.52% -15.10% 170.22% -97.14% 66.95% -91.98% 548.39% 365 days 14 14.3% -81.97% -51.38% 82.12% -98.79% -3.96% -98.04% 144.52% ======================================================================================================================== APT - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -6.35% Rounded target for matching: -6% Similar historical periods found: 13 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 13 53.8% 0.51% -1.87% 22.59% -15.52% 11.78% -66.34% 42.54% 14 days 13 7.7% -3.21% -11.75% 20.16% -23.93% 0.44% -78.25% 2.24% 30 days 13 7.7% -3.65% -7.91% 33.11% -27.92% 12.10% -80.44% 82.05% 90 days 7 42.9% -83.72% 613.16% 898.48% -217.80% 1444.12% -86.31% 2384.83% 180 days 7 57.1% 119.13% 151.70% 225.55% -56.90% 360.29% -85.77% 475.00% 365 days 7 42.9% -22.19% 35.69% 81.96% -40.11% 111.49% -40.99% 152.56% ======================================================================================================================== Chart 4: WBT-USD (Overvalued by 37.6%)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $47.91 ($24.62,-49% - $49.26,+3%) +30d (1m): $38.11,-20.5% ($26.94,-44% - $53.92,+13%) +60d (2m): $41.71,-12.9% ($29.48,-38% - $59.02,+23%) +90d (3m): $45.65,-4.7% ($32.26,-33% - $64.60,+35%) +180d (6m): $59.85,+24.9% ($42.27,-12% - $84.73,+77%) +365d (1y): $104.40,+117.9% ($73.66,+54% - $147.98,+209%) +EOY (189d): $61.49,+28.3% ($43.43,-9% - $87.06,+82%) End-of-year outlook: 📈 Bullish Trend (+28.3%) Confidence: 93.2% | Valuation: OVERVALUED 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈64%) 📅 Days until EOY 2025: 189 days | EOY Target: $61.49 (+28.3%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ⚠️ Insufficient historical data for forward returns analysis 💡 Need more historical data or try different ROC windows ======================================================================================================================== Chart 5: GRT-USD (Overvalued by 32.4%)
📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $0.454301 ($0.240460,-47% - $0.489552,+8%) +30d (1m): $0.284660,-37.3% ($0.199057,-56% - $0.407076,-10%) +60d (2m): $0.236174,-48.0% ($0.164680,-64% - $0.338706,-25%) +90d (3m): $0.195947,-56.9% ($0.136158,-70% - $0.281989,-38%) +180d (6m): $0.111906,-75.4% ($0.076691,-83% - $0.163293,-64%) +365d (1y): $0.035381,-92.2% ($0.023234,-95% - $0.053879,-88%) +EOY (189d): $0.105810,-76.7% ($0.072393,-84% - $0.154653,-66%) End-of-year outlook: 📉 Bearish Trend (-76.7%) Confidence: 76.7% | Valuation: OVERVALUED 📅 Days until EOY 2025: 189 days | EOY Target: $0.105810 (-76.7%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ⚠️ Insufficient historical data for forward returns analysis 💡 Need more historical data or try different ROC windows ======================================================================================================================== Chart 6: PEPE-USD (Overvalued by 25.7%)
📊 PRICE PROJECTIONS (Linear Regression - 90 days): Current: $0.000006 ($0.000004,-42% - $0.000007,+9%) +30d (1m): $0.000004,-43.0% ($0.000003,-59% - $0.000005,-21%) +60d (2m): $0.000003,-59.2% ($0.000002,-71% - $0.000004,-43%) +90d (3m): $0.000002,-70.8% ($0.000001,-79% - $0.000003,-59%) +180d (6m): $0.000001,-89.3% ($0.000000,-93% - $0.000001,-84%) +365d (1y): $0.000000,-98.6% ($0.000000,-99% - $0.000000,-98%) +EOY (189d): $0.000001,-90.3% ($0.000000,-94% - $0.000001,-85%) End-of-year outlook: 📉 Bearish Trend (-90.3%) Confidence: 77.9% | Valuation: OVERVALUED 📅 Days until EOY 2025: 189 days | EOY Target: $0.000001 (-90.3%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ⚠️ Insufficient historical data for forward returns analysis 💡 Need more historical data or try different ROC windows ======================================================================================================================== Chart 7: STX-USD (Overvalued by 21.9%)
📊 PRICE PROJECTIONS (Linear Regression - 365 days): Current: $0.002834 ($0.001623,-43% - $0.003333,+18%) +30d (1m): $0.002063,-27.2% ($0.001439,-49% - $0.002958,+4%) +60d (2m): $0.001830,-35.4% ($0.001276,-55% - $0.002625,-7%) +90d (3m): $0.001623,-42.7% ($0.001131,-60% - $0.002330,-18%) +180d (6m): $0.001133,-60.0% ($0.000787,-72% - $0.001630,-42%) +365d (1y): $0.000541,-80.9% ($0.000373,-87% - $0.000784,-72%) +EOY (189d): $0.001093,-61.4% ($0.000759,-73% - $0.001573,-45%) End-of-year outlook: 📉 Bearish Trend (-61.4%) Confidence: 84.3% | Valuation: OVERVALUED 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-9%) 📅 Days until EOY 2025: 189 days | EOY Target: $0.001093 (-61.4%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== STX - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 5.10% Rounded target for matching: 5% Similar historical periods found: 14 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 14 35.7% -1.09% 0.39% 14.77% -8.14% 8.92% -19.94% 38.65% 14 days 14 35.7% -9.06% -0.28% 20.34% -12.03% 11.46% -27.51% 53.33% 30 days 14 64.3% 25.41% 23.13% 35.86% 2.42% 43.83% -21.06% 86.37% 90 days 14 50.0% 4.24% 729.02% 2646.39% -798.96% 2257.00% -99.06% 10269.71% 180 days 13 46.2% -12.37% 13.29% 86.03% -38.70% 65.28% -99.24% 226.41% 365 days 13 53.8% 35.99% 77.14% 196.22% -41.44% 195.71% -99.86% 478.11% ======================================================================================================================== STX - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -8.57% Rounded target for matching: -9% Similar historical periods found: 11 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 11 63.6% 3.56% 2.44% 13.15% -6.39% 11.28% -22.96% 26.35% 14 days 11 81.8% 8.95% 10.69% 28.15% -8.22% 29.61% -28.66% 82.41% 30 days 11 54.5% 21.92% 14.68% 34.63% -8.58% 37.95% -23.38% 95.57% 90 days 11 63.6% 51.66% 79.63% 125.54% -4.71% 163.97% -99.34% 339.51% 180 days 11 81.8% 81.97% 209.66% 342.39% -20.36% 439.68% -99.50% 1212.96% 365 days 10 90.0% 434.13% 870.99% 954.50% 188.18% 1553.80% -99.28% 2462.06% ======================================================================================================================== Chart 8: THETA-USD (Overvalued by 18.6%)
📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $0.670763 ($0.379473,-43% - $0.843288,+26%) +30d (1m): $0.456432,-32.0% ($0.305413,-54% - $0.682126,+2%) +60d (2m): $0.368276,-45.1% ($0.245635,-63% - $0.552149,-18%) +90d (3m): $0.297147,-55.7% ($0.197423,-71% - $0.447244,-33%) +180d (6m): $0.156086,-76.7% ($0.102101,-85% - $0.238614,-64%) +365d (1y): $0.041554,-93.8% ($0.025910,-96% - $0.066644,-90%) +EOY (189d): $0.146353,-78.2% ($0.095557,-86% - $0.224152,-67%) End-of-year outlook: 📉 Bearish Trend (-78.2%) Confidence: 77.5% | Valuation: OVERVALUED 📅 Days until EOY 2025: 189 days | EOY Target: $0.146353 (-78.2%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== THETA - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -21.87% Rounded target for matching: -22% Similar historical periods found: 30 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 30 66.7% 4.97% 3.04% 11.30% -1.18% 7.26% -19.87% 24.34% 14 days 30 60.0% 8.27% 3.79% 20.82% -3.99% 11.56% -53.23% 39.48% 30 days 30 56.7% 1.49% 4.04% 29.29% -6.90% 14.98% -61.14% 81.44% 90 days 30 43.3% -2.37% 12.05% 68.13% -13.39% 37.49% -68.24% 224.76% 180 days 28 32.1% -7.63% 85.98% 365.39% -55.70% 227.67% -75.97% 1847.06% 365 days 27 55.6% 30.30% 666.25% 2713.01% -406.98% 1739.48% -85.19% 14412.38% ======================================================================================================================== THETA - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -32.53% Rounded target for matching: -33% Similar historical periods found: 26 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 26 57.7% 2.41% 0.61% 14.58% -5.28% 6.50% -34.55% 23.37% 14 days 26 73.1% 5.93% 2.12% 16.52% -4.55% 8.79% -36.18% 25.57% 30 days 26 38.5% -1.69% -2.98% 17.17% -9.92% 3.95% -41.99% 24.93% 90 days 26 15.4% -25.79% -15.53% 34.62% -29.51% -1.55% -60.43% 73.24% 180 days 26 65.4% 32.43% 34.79% 106.98% -8.41% 78.00% -73.00% 351.06% 365 days 23 56.5% 6.21% 102.02% 271.80% -15.51% 219.56% -82.52% 846.44% ======================================================================================================================== Chart 9: ICP-USD (Overvalued by 17.0%)
📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $4.98 ($3.19,-36% - $5.67,+14%) +30d (1m): $3.72,-25.3% ($2.78,-44% - $4.97,-0%) +60d (2m): $3.25,-34.6% ($2.43,-51% - $4.36,-12%) +90d (3m): $2.85,-42.8% ($2.12,-57% - $3.82,-23%) +180d (6m): $1.90,-61.7% ($1.40,-72% - $2.59,-48%) +365d (1y): $0.834100,-83.2% ($0.592873,-88% - $1.17,-76%) +EOY (189d): $1.83,-63.2% ($1.34,-73% - $2.49,-50%) End-of-year outlook: 📉 Bearish Trend (-63.2%) Confidence: 72.0% | Valuation: OVERVALUED 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-20%) 📅 Days until EOY 2025: 189 days | EOY Target: $1.83 (-63.2%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== ICP - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -4.36% Rounded target for matching: -4% Similar historical periods found: 31 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 31 58.1% 1.89% 0.56% 11.44% -3.63% 4.76% -19.12% 22.88% 14 days 31 45.2% -0.24% -0.56% 17.84% -7.11% 5.98% -32.12% 48.49% 30 days 31 38.7% -4.81% -1.70% 24.31% -10.62% 7.22% -46.74% 46.43% 90 days 29 34.5% -29.75% 14.05% 112.77% -28.85% 56.94% -67.92% 360.82% 180 days 29 37.9% -29.70% 37.57% 164.37% -24.96% 100.09% -82.08% 500.81% 365 days 27 29.6% -49.83% -0.09% 102.23% -40.54% 40.35% -91.65% 199.40% ======================================================================================================================== ICP - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -19.77% Rounded target for matching: -20% Similar historical periods found: 9 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 9 11.1% -10.49% -9.56% 5.56% -13.83% -5.29% -17.98% 2.68% 14 days 9 0.0% -12.85% -17.96% 15.11% -29.57% -6.35% -41.06% -1.84% 30 days 9 0.0% -31.71% -22.97% 16.34% -35.53% -10.40% -45.80% -1.55% 90 days 8 0.0% -40.07% -40.73% 10.78% -49.75% -31.72% -58.14% -21.07% 180 days 8 25.0% -7.06% -6.97% 82.00% -75.52% 61.58% -80.64% 190.06% 365 days 7 14.3% -57.70% -49.76% 50.94% -96.87% -2.65% -88.76% 67.07% ======================================================================================================================== Chart 10: XTZ-USD (Overvalued by 15.8%)
📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $0.533567 ($0.347435,-35% - $0.610769,+14%) +30d (1m): $0.391478,-26.6% ($0.294737,-45% - $0.519972,-3%) +60d (2m): $0.332690,-37.6% ($0.249910,-53% - $0.442892,-17%) +90d (3m): $0.282731,-47.0% ($0.211798,-60% - $0.377420,-29%) +180d (6m): $0.173528,-67.5% ($0.128571,-76% - $0.234206,-56%) +365d (1y): $0.063619,-88.1% ($0.045567,-91% - $0.088822,-83%) +EOY (189d): $0.165261,-69.0% ($0.122285,-77% - $0.223341,-58%) End-of-year outlook: 📉 Bearish Trend (-69.0%) Confidence: 79.9% | Valuation: OVERVALUED 📅 Days until EOY 2025: 189 days | EOY Target: $0.165261 (-69.0%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== XTZ - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -13.33% Rounded target for matching: -13% Similar historical periods found: 48 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 48 39.6% -5.05% -1.86% 10.83% -5.00% 1.29% -21.43% 25.66% 14 days 48 31.2% -4.22% -4.98% 14.99% -9.34% -0.63% -52.48% 33.84% 30 days 48 35.4% -6.51% -0.58% 26.86% -8.38% 7.22% -52.25% 95.98% 90 days 48 37.5% -16.01% -0.16% 47.86% -14.06% 13.74% -64.40% 179.77% 180 days 44 47.7% -4.61% 16.79% 62.65% -2.26% 35.83% -90.66% 173.57% 365 days 41 41.5% -4.27% 15.44% 88.16% -12.39% 43.27% -92.20% 271.00% ======================================================================================================================== XTZ - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -27.09% Rounded target for matching: -27% Similar historical periods found: 36 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 36 50.0% -0.68% -1.35% 8.96% -4.38% 1.69% -26.45% 15.09% 14 days 36 38.9% -1.03% -0.13% 14.22% -4.94% 4.68% -29.10% 45.63% 30 days 36 36.1% -4.79% -1.34% 26.81% -10.41% 7.74% -27.62% 117.69% 90 days 36 41.7% -12.00% 18.59% 73.04% -6.12% 43.31% -62.73% 284.03% 180 days 36 58.3% 22.47% 20.89% 65.81% -1.38% 43.16% -67.98% 185.98% 365 days 32 37.5% -19.07% 30.09% 136.33% -19.07% 79.24% -82.21% 579.18% ======================================================================================================================== Chart 11: ENA-USD (Overvalued by 12.7%)
📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $0.270318 ($0.152573,-44% - $0.376893,+39%) +30d (1m): $0.196150,-27.4% ($0.124446,-54% - $0.309167,+14%) +60d (2m): $0.160445,-40.6% ($0.101424,-62% - $0.253812,-6%) +90d (3m): $0.131240,-51.4% ($0.082598,-69% - $0.208529,-23%) +180d (6m): $0.071827,-73.4% ($0.044415,-84% - $0.116155,-57%) +365d (1y): $0.020806,-92.3% ($0.012186,-95% - $0.035523,-87%) +EOY (189d): $0.067625,-75.0% ($0.041729,-85% - $0.109591,-59%) End-of-year outlook: 📉 Bearish Trend (-75.0%) Confidence: 70.2% | Valuation: OVERVALUED 📅 Days until EOY 2025: 189 days | EOY Target: $0.067625 (-75.0%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ⚠️ Insufficient historical data for forward returns analysis 💡 Need more historical data or try different ROC windows ======================================================================================================================== Chart 12: XMR-USD (Overvalued by 11.8%)
📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $312.17 ($218.82,-30% - $356.43,+14%) +30d (1m): $294.31,-5.7% ($230.56,-26% - $375.69,+20%) +60d (2m): $310.16,-0.6% ($242.92,-22% - $395.99,+27%) +90d (3m): $326.85,+4.7% ($255.94,-18% - $417.41,+34%) +180d (6m): $382.53,+22.5% ($299.31,-4% - $488.90,+57%) +365d (1y): $528.57,+69.3% ($412.65,+32% - $677.05,+117%) +EOY (189d): $388.60,+24.5% ($304.02,-3% - $496.70,+59%) End-of-year outlook: 📈 Bullish Trend (+24.5%) Confidence: 80.6% | Valuation: OVERVALUED 🎯 Historical pattern matches: 2 periods in chart (90d ROC≈42%) 📅 Days until EOY 2025: 189 days | EOY Target: $388.60 (+24.5%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== XMR - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -22.71% Rounded target for matching: -23% Similar historical periods found: 19 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 19 68.4% 5.66% 2.52% 13.86% -4.16% 9.20% -27.20% 24.31% 14 days 19 68.4% 10.95% 8.22% 15.86% 0.57% 15.86% -19.54% 39.77% 30 days 19 63.2% 5.22% 0.92% 17.49% -7.51% 9.35% -38.34% 29.94% 90 days 19 47.4% -3.36% -4.42% 28.23% -18.02% 9.19% -50.48% 70.72% 180 days 19 26.3% -19.00% -13.14% 35.17% -30.09% 3.81% -59.19% 97.72% 365 days 19 42.1% -8.51% 32.59% 110.92% -20.88% 86.05% -85.87% 413.93% ======================================================================================================================== XMR - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 42.04% Rounded target for matching: 42% Similar historical periods found: 6 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 6 33.3% -2.66% -3.74% 6.50% -10.57% 3.08% -16.45% 4.09% 14 days 6 50.0% -0.85% 0.22% 7.79% -7.95% 8.39% -9.43% 13.07% 30 days 6 83.3% 6.78% 10.68% 9.50% 0.71% 20.65% -0.50% 26.33% 90 days 6 100.0% 19.00% 24.82% 21.21% 2.56% 47.08% 1.82% 66.04% 180 days 4 100.0% 138.58% 155.70% 46.73% 81.34% 230.07% 112.28% 233.36% 365 days 4 100.0% 170.53% 168.16% 39.94% 104.61% 231.71% 114.22% 217.36% ======================================================================================================================== Chart 13: KAIA-USD (Overvalued by 11.6%)
📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $0.210735 ($0.148831,-29% - $0.239458,+14%) +30d (1m): $0.374622,+77.8% ($0.274785,+30% - $0.510732,+142%) +60d (2m): $0.743405,+252.8% ($0.488828,+132% - $1.13,+436%) +90d (3m): $1.48,+600.0% ($0.856488,+306% - $2.54,+1106%) +180d (6m): $11.53,+5370.4% ($4.47,+2022% - $29.71,+13999%) +365d (1y): $789.14,+374370.7% ($129.47,+61337% - $4.8K,+2282361%) +EOY (189d): $14.16,+6619.1% ($5.27,+2401% - $38.03,+17948%) End-of-year outlook: 📈 Bullish Trend (+6619.1%) Confidence: 76.6% | Valuation: OVERVALUED 📅 Days until EOY 2025: 189 days | EOY Target: $14.16 (+6619.1%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ⚠️ Insufficient historical data for forward returns analysis 💡 Need more historical data or try different ROC windows ======================================================================================================================== CRYPTO STATISTICS: ------------------------------------------------------------ Total crypto instruments analyzed: 96 Average R-squared: 0.7456 Best R-squared: 0.989422 Average annual growth: 592476.8% Valuation breakdown: 🟡 FAIR_VALUE: 41 (42.7%) - Hold/Monitor 🟢 UNDERVALUED: 14 (14.6%) - Buy Opportunities 🔴 OVERVALUED: 13 (13.5%) - Sell Warnings Optimal window distribution: 30 days: 35 instruments (36.5%) 60 days: 4 instruments (4.2%) 90 days: 11 instruments (11.5%) 120 days: 3 instruments (3.1%) 180 days: 14 instruments (14.6%) 📊 CRYPTO TRADING SUMMARY: 🟢 High-quality undervalued opportunities: 14 🔴 High-quality overvalued warnings: 13 📈 Top trend performers displayed: 15 💡 Consider buying undervalued cryptos with strong trends ⚠️ Consider reducing overvalued crypto positions ======================================================================================================================== 🔥 TOP 8 CURRENCY INSTRUMENTS - BEST TREND ANALYSIS ======================================================================================================================== Rank Symbol R² Window Growth% Price Valuation Deviation% ------------------------------------------------------------------------------------------------------------------------ 1 GBPUSD=X 0.933409 120 d 40.5% 1.3545 🟡 FAIR -1.0% 2 DX-Y.NYB 0.913514 120 d -31.0% 97.860 🟡 FAIR 0.6% 3 EURUSD=X 0.908810 120 d 49.8% 1.1599 🟡 FAIR -0.4% 4 USDCHF=X 0.879506 120 d -35.1% 0.8126 🟡 FAIR 0.9% 5 USDCAD=X 0.802629 90 d -21.2% 1.3729 🟡 FAIR 0.8% 6 USDJPY=X 0.787992 120 d -25.7% 145.93 🟡 FAIR 3.1% 7 NZDUSD=X 0.771623 120 d 27.9% 0.5995 🟡 FAIR -0.6% 8 AUDUSD=X 0.637803 1000d -4.8% 0.6478 🟡 FAIR nan% 📊 DISPLAYING ALL 8 CURRENCY TREND LEADER CHARTS: -------------------------------------------------------------------------------- Chart 1: GBPUSD=X (R² = 0.9334)
📊 PRICE PROJECTIONS (Linear Regression - 120 days): Current: 1.3545 (1.3451,-1% - 1.3926,+3%) +30d (1m): 1.4075,+3.9% (1.3829,+2% - 1.4325,+6%) +60d (2m): 1.4474,+6.9% (1.4216,+5% - 1.4736,+9%) +90d (3m): 1.4884,+9.9% (1.4613,+8% - 1.5161,+12%) +180d (6m): 1.6186,+19.5% (1.5862,+17% - 1.6517,+22%) +365d (1y): 1.9232,+42.0% (1.8745,+38% - 1.9732,+46%) +EOY (189d): 1.6323,+20.5% (1.5992,+18% - 1.6660,+23%) End-of-year outlook: 📈 Bullish Trend (+20.5%) Confidence: 93.3% | Valuation: FAIR VALUE 📅 Days until EOY 2025: 189 days | EOY Target: 1.6323 (+20.5%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== GBPUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 2.79% Rounded target for matching: 3% Similar historical periods found: 435 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 435 46.4% -0.14% -0.13% 1.28% -0.25% -0.01% -4.07% 4.47% 14 days 435 47.1% -0.11% -0.04% 1.86% -0.21% 0.14% -6.01% 7.11% 30 days 435 48.5% -0.07% -0.07% 2.61% -0.31% 0.18% -11.49% 10.74% 90 days 414 55.1% 0.52% 0.10% 4.22% -0.30% 0.51% -11.59% 14.08% 180 days 414 54.1% 0.72% -0.17% 6.20% -0.77% 0.43% -24.09% 11.11% 365 days 404 38.4% -1.93% -2.78% 8.88% -3.65% -1.92% -32.38% 13.77% ======================================================================================================================== GBPUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 7.82% Rounded target for matching: 8% Similar historical periods found: 64 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 64 35.9% -0.33% -0.35% 1.51% -0.73% 0.03% -4.41% 4.14% 14 days 64 45.3% -0.08% -0.41% 1.73% -0.84% 0.02% -4.32% 4.17% 30 days 64 35.9% -0.56% -0.51% 1.99% -1.01% -0.02% -4.70% 4.60% 90 days 64 64.1% 1.14% 0.18% 3.59% -0.71% 1.08% -7.75% 6.08% 180 days 64 62.5% 1.86% 1.07% 4.99% -0.17% 2.32% -12.62% 9.27% 365 days 64 67.2% 1.07% 0.63% 6.05% -0.88% 2.15% -15.38% 9.93% ======================================================================================================================== Chart 2: DX-Y.NYB (R² = 0.9135)
📊 PRICE PROJECTIONS (Linear Regression - 120 days): Current: 97.860 (95.132,-3% - 99.376,+2%) +30d (1m): 94.308,-3.6% (92.242,-6% - 96.421,-1%) +60d (2m): 91.473,-6.5% (89.429,-9% - 93.564,-4%) +90d (3m): 88.723,-9.3% (86.692,-11% - 90.803,-7%) +180d (6m): 80.960,-17.3% (78.924,-19% - 83.049,-15%) +365d (1y): 67.070,-31.5% (64.939,-34% - 69.270,-29%) +EOY (189d): 80.222,-18.0% (78.183,-20% - 82.314,-16%) End-of-year outlook: 📉 Bearish Trend (-18.0%) Confidence: 91.4% | Valuation: FAIR VALUE 📅 Days until EOY 2025: 189 days | EOY Target: 80.222 (-18.0%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== DXY - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -3.86% Rounded target for matching: -4% Similar historical periods found: 662 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 662 45.0% -0.17% -0.13% 1.40% -0.24% -0.02% -5.59% 6.99% 14 days 662 43.1% -0.27% -0.31% 1.95% -0.46% -0.16% -6.61% 7.56% 30 days 662 40.2% -0.85% -0.59% 3.01% -0.82% -0.36% -7.92% 10.63% 90 days 642 42.8% -1.11% -0.33% 5.13% -0.73% 0.06% -11.47% 18.48% 180 days 642 47.7% -0.30% 0.42% 8.26% -0.22% 1.06% -22.10% 20.82% 365 days 639 56.0% 1.41% -0.13% 10.92% -0.97% 0.72% -30.13% 26.21% ======================================================================================================================== DXY - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -8.81% Rounded target for matching: -9% Similar historical periods found: 241 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 241 46.1% -0.22% -0.08% 1.58% -0.28% 0.12% -4.80% 4.57% 14 days 241 44.4% -0.27% -0.23% 1.93% -0.48% 0.01% -4.89% 6.61% 30 days 241 53.1% 0.28% 0.03% 2.59% -0.30% 0.36% -6.40% 10.51% 90 days 241 54.8% 0.48% 0.84% 5.55% 0.13% 1.54% -11.45% 16.20% 180 days 241 53.1% 0.79% 0.66% 9.56% -0.55% 1.87% -20.62% 18.76% 365 days 241 68.9% 2.77% 0.54% 12.18% -1.01% 2.08% -27.05% 26.68% ======================================================================================================================== Chart 3: EURUSD=X (R² = 0.9088)
📊 PRICE PROJECTIONS (Linear Regression - 120 days): Current: 1.1599 (1.1361,-2% - 1.1931,+3%) +30d (1m): 1.2036,+3.8% (1.1741,+1% - 1.2338,+6%) +60d (2m): 1.2442,+7.3% (1.2131,+5% - 1.2761,+10%) +90d (3m): 1.2862,+10.9% (1.2533,+8% - 1.3201,+14%) +180d (6m): 1.4210,+22.5% (1.3810,+19% - 1.4622,+26%) +365d (1y): 1.7441,+50.4% (1.6821,+45% - 1.8083,+56%) +EOY (189d): 1.4353,+23.7% (1.3944,+20% - 1.4773,+27%) End-of-year outlook: 📈 Bullish Trend (+23.7%) Confidence: 90.9% | Valuation: FAIR VALUE 📅 Days until EOY 2025: 189 days | EOY Target: 1.4353 (+23.7%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== EURUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 4.54% Rounded target for matching: 5% Similar historical periods found: 167 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 167 46.1% -0.15% -0.08% 1.63% -0.33% 0.17% -5.98% 4.37% 14 days 167 50.3% 0.01% 0.00% 2.04% -0.31% 0.32% -5.37% 4.99% 30 days 167 53.9% 0.23% 0.34% 2.67% -0.07% 0.75% -6.39% 5.70% 90 days 151 64.2% 1.84% 1.29% 4.12% 0.63% 1.95% -10.58% 10.43% 180 days 151 50.3% 0.17% -0.47% 7.41% -1.66% 0.73% -17.95% 12.19% 365 days 151 30.5% -4.14% -1.98% 7.40% -3.17% -0.79% -13.41% 19.86% ======================================================================================================================== EURUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 10.87% Rounded target for matching: 11% Similar historical periods found: 30 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 30 53.3% 0.10% 0.05% 1.47% -0.50% 0.60% -3.46% 2.63% 14 days 30 66.7% 0.81% 0.21% 1.92% -0.51% 0.92% -3.85% 2.69% 30 days 30 56.7% 0.35% -0.34% 2.15% -1.14% 0.47% -6.31% 3.38% 90 days 30 60.0% 0.57% 0.62% 3.75% -0.78% 2.02% -9.82% 7.72% 180 days 30 36.7% -1.93% -2.11% 5.94% -4.33% 0.11% -18.91% 8.22% 365 days 30 6.7% -3.16% -3.88% 2.59% -4.85% -2.91% -10.08% 0.94% ======================================================================================================================== Chart 4: USDCHF=X (R² = 0.8795)
📊 PRICE PROJECTIONS (Linear Regression - 120 days): Current: 0.8126 (0.7807,-4% - 0.8299,+2%) +30d (1m): 0.7768,-4.4% (0.7531,-7% - 0.8013,-1%) +60d (2m): 0.7497,-7.7% (0.7263,-11% - 0.7738,-5%) +90d (3m): 0.7235,-11.0% (0.7004,-14% - 0.7474,-8%) +180d (6m): 0.6503,-20.0% (0.6275,-23% - 0.6739,-17%) +365d (1y): 0.5223,-35.7% (0.4992,-39% - 0.5465,-33%) +EOY (189d): 0.6434,-20.8% (0.6206,-24% - 0.6671,-18%) End-of-year outlook: 📉 Bearish Trend (-20.8%) Confidence: 88.0% | Valuation: FAIR VALUE 📅 Days until EOY 2025: 189 days | EOY Target: 0.6434 (-20.8%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== USDCHF - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -3.82% Rounded target for matching: -4% Similar historical periods found: 271 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 271 51.3% 0.03% -0.03% 1.65% -0.23% 0.17% -5.35% 5.54% 14 days 271 43.2% -0.29% -0.28% 2.06% -0.52% -0.03% -5.69% 5.68% 30 days 271 50.2% 0.04% -0.16% 2.69% -0.49% 0.16% -9.14% 7.86% 90 days 267 52.1% 0.28% -0.01% 5.17% -0.63% 0.62% -16.62% 14.38% 180 days 267 48.7% -0.08% -0.10% 6.29% -0.86% 0.65% -15.11% 14.21% 365 days 252 51.6% 0.40% -0.14% 6.51% -0.95% 0.66% -18.23% 15.11% ======================================================================================================================== USDCHF - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -10.04% Rounded target for matching: -10% Similar historical periods found: 52 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 52 53.8% 0.17% 0.08% 2.33% -0.57% 0.73% -5.95% 3.98% 14 days 52 51.9% 0.77% -0.45% 3.92% -1.54% 0.64% -12.16% 10.34% 30 days 52 44.2% -0.47% -0.02% 4.23% -1.19% 1.16% -9.43% 15.84% 90 days 52 67.3% 5.21% 3.13% 6.27% 1.38% 4.88% -9.16% 18.41% 180 days 52 78.8% 9.02% 5.97% 9.87% 3.23% 8.72% -16.26% 21.51% 365 days 52 73.1% 6.48% 4.14% 7.19% 2.13% 6.14% -9.45% 17.03% ======================================================================================================================== Chart 5: USDCAD=X (R² = 0.8026)
📊 PRICE PROJECTIONS (Linear Regression - 90 days): Current: 1.3729 (1.3386,-2% - 1.3851,+1%) +30d (1m): 1.3353,-2.7% (1.3120,-4% - 1.3589,-1%) +60d (2m): 1.3094,-4.6% (1.2857,-6% - 1.3335,-3%) +90d (3m): 1.2840,-6.5% (1.2596,-8% - 1.3087,-5%) +180d (6m): 1.2107,-11.8% (1.1835,-14% - 1.2384,-10%) +365d (1y): 1.0729,-21.9% (1.0386,-24% - 1.1083,-19%) +EOY (189d): 1.2036,-12.3% (1.1761,-14% - 1.2317,-10%) End-of-year outlook: 📉 Bearish Trend (-12.3%) Confidence: 80.3% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-3%) 📅 Days until EOY 2025: 189 days | EOY Target: 1.2036 (-12.3%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== USDCAD - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -1.76% Rounded target for matching: -2% Similar historical periods found: 640 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 640 54.4% 0.14% 0.14% 1.30% 0.04% 0.24% -3.99% 7.51% 14 days 640 54.7% 0.23% 0.27% 1.87% 0.12% 0.41% -4.84% 14.08% 30 days 640 57.3% 0.49% 0.42% 2.49% 0.23% 0.61% -7.31% 15.23% 90 days 634 58.0% 1.06% 0.72% 4.47% 0.38% 1.07% -12.96% 23.19% 180 days 634 56.5% 0.98% 1.10% 6.41% 0.60% 1.60% -15.03% 26.02% 365 days 616 56.5% 1.59% 1.83% 8.91% 1.13% 2.54% -17.63% 27.90% ======================================================================================================================== USDCAD - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -3.27% Rounded target for matching: -3% Similar historical periods found: 303 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 303 47.9% -0.05% -0.06% 1.27% -0.20% 0.09% -4.79% 4.49% 14 days 303 41.9% -0.42% -0.14% 1.74% -0.33% 0.06% -5.55% 5.24% 30 days 303 39.9% -0.80% -0.55% 2.32% -0.81% -0.29% -9.89% 5.88% 90 days 297 44.4% -1.13% -0.63% 3.69% -1.05% -0.21% -10.63% 10.79% 180 days 297 50.2% 0.02% 0.65% 6.33% -0.07% 1.37% -13.36% 26.05% 365 days 297 44.4% -1.15% -0.62% 8.50% -1.59% 0.35% -16.18% 28.28% ======================================================================================================================== Chart 6: USDJPY=X (R² = 0.7880)
📊 PRICE PROJECTIONS (Linear Regression - 120 days): Current: 145.93 (137.40,-6% - 145.73,-0%) +30d (1m): 138.09,-5.4% (134.02,-8% - 142.28,-3%) +60d (2m): 134.76,-7.7% (130.71,-10% - 138.93,-5%) +90d (3m): 131.51,-9.9% (127.46,-13% - 135.68,-7%) +180d (6m): 122.22,-16.2% (118.09,-19% - 126.49,-13%) +365d (1y): 105.13,-28.0% (100.65,-31% - 109.81,-25%) +EOY (189d): 121.33,-16.9% (117.18,-20% - 125.61,-14%) End-of-year outlook: 📉 Bearish Trend (-16.9%) Confidence: 78.8% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-5%) 📅 Days until EOY 2025: 189 days | EOY Target: 121.33 (-16.9%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== USDJPY - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -1.61% Rounded target for matching: -2% Similar historical periods found: 637 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 637 52.3% 0.11% -0.00% 1.72% -0.14% 0.13% -6.10% 6.19% 14 days 637 52.9% 0.17% 0.06% 2.24% -0.11% 0.23% -7.43% 7.23% 30 days 637 52.0% 0.16% 0.10% 3.32% -0.16% 0.36% -14.18% 10.53% 90 days 629 55.3% 0.58% 0.36% 5.56% -0.08% 0.80% -18.44% 19.00% 180 days 626 53.2% 0.43% 0.37% 7.24% -0.20% 0.94% -16.00% 27.54% 365 days 616 45.3% -1.07% 1.57% 12.15% 0.61% 2.53% -27.51% 34.65% ======================================================================================================================== USDJPY - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -4.62% Rounded target for matching: -5% Similar historical periods found: 274 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 274 52.2% 0.08% 0.03% 1.50% -0.15% 0.21% -4.95% 5.09% 14 days 274 55.5% 0.23% 0.14% 2.02% -0.10% 0.38% -5.32% 5.41% 30 days 274 60.6% 0.54% 0.26% 3.14% -0.12% 0.63% -11.08% 10.46% 90 days 271 62.7% 1.51% 1.01% 5.42% 0.36% 1.66% -11.23% 15.82% 180 days 259 61.8% 2.85% 2.18% 7.64% 1.24% 3.11% -13.14% 27.36% 365 days 255 50.6% 0.23% 1.81% 11.76% 0.36% 3.26% -18.18% 34.65% ======================================================================================================================== Chart 7: NZDUSD=X (R² = 0.7716)
📊 PRICE PROJECTIONS (Linear Regression - 120 days): Current: 0.5995 (0.5880,-2% - 0.6189,+3%) +30d (1m): 0.6156,+2.7% (0.5998,+0% - 0.6318,+5%) +60d (2m): 0.6282,+4.8% (0.6117,+2% - 0.6450,+8%) +90d (3m): 0.6410,+6.9% (0.6238,+4% - 0.6586,+10%) +180d (6m): 0.6811,+13.6% (0.6611,+10% - 0.7017,+17%) +365d (1y): 0.7716,+28.7% (0.7430,+24% - 0.8014,+34%) +EOY (189d): 0.6853,+14.3% (0.6649,+11% - 0.7062,+18%) End-of-year outlook: 📈 Bullish Trend (+14.3%) Confidence: 77.2% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 2 periods in chart (90d ROC≈6%) 📅 Days until EOY 2025: 189 days | EOY Target: 0.6853 (+14.3%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== NZDUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 2.29% Rounded target for matching: 2% Similar historical periods found: 525 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 525 47.4% -0.11% -0.09% 1.78% -0.24% 0.06% -5.70% 6.14% 14 days 525 48.4% -0.06% -0.09% 2.55% -0.30% 0.13% -9.83% 8.23% 30 days 525 47.6% -0.17% -0.14% 3.60% -0.44% 0.17% -10.96% 10.24% 90 days 511 47.9% -0.34% -0.22% 5.99% -0.74% 0.30% -15.94% 19.65% 180 days 510 43.7% -1.65% -0.91% 9.45% -1.73% -0.09% -34.17% 32.27% 365 days 495 49.9% -0.06% -1.55% 11.81% -2.60% -0.51% -27.36% 26.69% ======================================================================================================================== NZDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 5.55% Rounded target for matching: 6% Similar historical periods found: 246 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 246 47.2% -0.08% -0.31% 1.85% -0.54% -0.07% -8.75% 3.38% 14 days 246 42.3% -0.51% -0.54% 2.54% -0.86% -0.22% -8.07% 5.20% 30 days 246 45.1% -0.50% -0.49% 3.36% -0.91% -0.06% -8.98% 8.74% 90 days 244 48.4% -0.14% -0.73% 5.44% -1.41% -0.04% -16.31% 16.49% 180 days 244 47.5% -0.32% 0.08% 8.64% -1.00% 1.17% -34.32% 25.31% 365 days 240 38.3% -2.90% -3.30% 10.41% -4.63% -1.98% -27.36% 23.76% ======================================================================================================================== Chart 8: AUDUSD=X (R² = 0.6378)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: 0.6478 (0.5939,-8% - 0.6664,+3%) +30d (1m): 0.6266,-3.3% (0.5915,-9% - 0.6637,+2%) +60d (2m): 0.6240,-3.7% (0.5891,-9% - 0.6611,+2%) +90d (3m): 0.6215,-4.1% (0.5867,-9% - 0.6584,+2%) +180d (6m): 0.6140,-5.2% (0.5796,-11% - 0.6505,+0%) +365d (1y): 0.5989,-7.5% (0.5653,-13% - 0.6346,-2%) +EOY (189d): 0.6133,-5.3% (0.5789,-11% - 0.6497,+0%) End-of-year outlook: 📉 Bearish Trend (-5.3%) Confidence: 63.8% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 65 periods in chart (90d ROC≈3%) 📅 Days until EOY 2025: 189 days | EOY Target: 0.6133 (-5.3%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== AUDUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 1.66% Rounded target for matching: 2% Similar historical periods found: 444 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 444 49.1% -0.02% -0.00% 1.62% -0.15% 0.15% -5.12% 5.96% 14 days 444 51.4% 0.05% 0.00% 2.64% -0.25% 0.25% -9.55% 7.36% 30 days 444 47.3% -0.22% 0.94% 23.91% -1.29% 3.17% -15.17% 498.07% 90 days 432 45.6% -0.39% 0.17% 25.28% -2.22% 2.56% -37.30% 499.40% 180 days 431 45.0% -1.22% -1.32% 10.47% -2.31% -0.32% -33.01% 38.96% 365 days 403 41.4% -3.03% -1.48% 12.75% -2.73% -0.23% -27.69% 38.16% ======================================================================================================================== AUDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 2.55% Rounded target for matching: 3% Similar historical periods found: 302 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 302 51.0% 0.06% 0.01% 1.72% -0.18% 0.20% -6.04% 5.92% 14 days 302 52.0% 0.12% 1.46% 27.73% -1.68% 4.60% -9.42% 480.89% 30 days 302 50.7% 0.05% -0.06% 3.81% -0.49% 0.38% -15.17% 12.28% 90 days 296 60.8% 1.57% 0.49% 7.12% -0.33% 1.30% -33.26% 23.62% 180 days 296 51.0% 0.10% -0.80% 10.31% -1.97% 0.38% -31.86% 43.02% 365 days 260 45.4% -2.44% -0.71% 13.03% -2.30% 0.89% -26.10% 39.50% ======================================================================================================================== CURRENCY STATISTICS: ------------------------------------------------------------ Total currency instruments analyzed: 8 Average R-squared: 0.8294 Best R-squared: 0.933409 Average annual growth: 0.0% Valuation breakdown: 🟡 FAIR_VALUE: 7 (87.5%) - Hold/Monitor Optimal window distribution: 90 days: 1 instruments (12.5%) 120 days: 6 instruments (75.0%) 1000 days: 1 instruments (12.5%) 📊 CURRENCY TRADING SUMMARY: 🟢 High-quality undervalued opportunities: 0 🔴 High-quality overvalued warnings: 0 📈 Top trend performers displayed: 8 ======================================================================================================================== 🔥 TOP 15 FUTURES INSTRUMENTS - BEST TREND ANALYSIS ======================================================================================================================== Rank Symbol R² Window Growth% Price Valuation Deviation% ------------------------------------------------------------------------------------------------------------------------ 1 GC=F 0.955935 500 d 35.4% $3.3K 🟡 FAIR 2.3% 2 KC=F 0.930362 500 d 69.9% $312.80 🟢 UNDER -22.1% 3 LE=F 0.924028 1000d 14.4% $209.68 🟡 FAIR -2.0% 4 DX=F 0.913374 120 d -22.7% $97.56 🟡 FAIR 0.6% 5 PL=F 0.912578 30 d 1280.7% $1.3K 🟡 FAIR -1.1% 6 ES=F 0.910768 750 d 19.4% $6.1K 🟡 FAIR -1.8% 7 NQ=F 0.902173 750 d 27.4% $22.4K 🟡 FAIR -3.4% 8 HE=F 0.882785 60 d 195.0% $112.03 🟡 FAIR 3.2% 9 CC=F 0.882515 750 d 86.2% $8.8K 🟢 UNDER -29.4% 10 YM=F 0.878386 750 d 13.2% $43.4K 🟡 FAIR -2.5% 11 SB=F 0.872856 30 d -59.8% $16.33 🟡 FAIR 1.6% 12 ZS=F 0.866691 750 d -16.0% $1.0K 🟡 FAIR 9.0% 13 PA=F 0.860374 1000d -25.0% $1.1K 🔴 OVER 34.3% 14 SI=F 0.853008 750 d 21.5% $35.70 🟡 FAIR 4.5% 15 OJ=F 0.791100 180 d -73.2% $228.75 🟡 FAIR -0.3% 📊 DISPLAYING ALL 15 FUTURES TREND LEADER CHARTS: -------------------------------------------------------------------------------- Chart 1: GC=F (R² = 0.9559)
📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $3.3K ($3.0K,-9% - $3.5K,+5%) +30d (1m): $3.4K,+1.3% ($3.1K,-6% - $3.6K,+9%) +60d (2m): $3.5K,+5.1% ($3.2K,-2% - $3.8K,+13%) +90d (3m): $3.6K,+8.9% ($3.4K,+1% - $3.9K,+17%) +180d (6m): $4.0K,+21.4% ($3.7K,+13% - $4.3K,+31%) +365d (1y): $5.0K,+51.6% ($4.7K,+41% - $5.4K,+63%) +EOY (189d): $4.1K,+22.7% ($3.8K,+14% - $4.4K,+32%) End-of-year outlook: 📈 Bullish Trend (+22.7%) Confidence: 95.6% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 14 periods in chart (90d ROC≈13%) 📅 Days until EOY 2025: 189 days | EOY Target: $4.1K (+22.7%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== GC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 3.02% Rounded target for matching: 3% Similar historical periods found: 399 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 399 55.9% 0.26% 0.26% 2.66% 0.00% 0.53% -11.49% 11.47% 14 days 399 58.9% 1.06% 1.04% 3.63% 0.68% 1.39% -13.82% 13.25% 30 days 399 64.4% 1.78% 2.04% 5.19% 1.53% 2.55% -16.81% 23.35% 90 days 398 77.9% 5.63% 5.76% 8.30% 4.94% 6.57% -22.40% 29.53% 180 days 391 82.9% 10.54% 11.30% 13.48% 9.96% 12.64% -28.87% 64.30% 365 days 378 90.7% 21.49% 22.72% 19.48% 20.75% 24.69% -26.29% 71.62% ======================================================================================================================== GC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 13.38% Rounded target for matching: 13% Similar historical periods found: 114 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 114 60.5% 0.72% 0.62% 3.10% 0.04% 1.19% -5.67% 12.72% 14 days 114 60.5% 0.52% 0.98% 4.22% 0.20% 1.76% -7.33% 14.20% 30 days 114 50.0% -0.04% 1.24% 5.60% 0.20% 2.28% -10.67% 15.06% 90 days 111 65.8% 4.63% 4.22% 8.08% 2.70% 5.74% -16.22% 35.63% 180 days 110 70.0% 8.05% 7.37% 12.09% 5.09% 9.66% -31.00% 39.89% 365 days 100 89.0% 14.45% 16.11% 16.56% 12.83% 19.40% -26.06% 48.72% ======================================================================================================================== Chart 2: KC=F (R² = 0.9304)
📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $312.80 ($340.91,+9% - $473.15,+51%) +30d (1m): $427.79,+36.8% ($363.08,+16% - $504.05,+61%) +60d (2m): $455.67,+45.7% ($386.68,+24% - $536.96,+72%) +90d (3m): $485.36,+55.2% ($411.81,+32% - $572.04,+83%) +180d (6m): $586.56,+87.5% ($497.41,+59% - $691.68,+121%) +365d (1y): $865.70,+176.8% ($733.04,+134% - $1.0K,+227%) +EOY (189d): $597.77,+91.1% ($506.89,+62% - $704.95,+125%) End-of-year outlook: 📈 Bullish Trend (+91.1%) Confidence: 93.0% | Valuation: UNDERVALUED 📅 Days until EOY 2025: 189 days | EOY Target: $597.77 (+91.1%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== KC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -21.24% Rounded target for matching: -21% Similar historical periods found: 13 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 13 38.5% -0.99% 0.32% 5.55% -3.03% 3.68% -7.44% 10.32% 14 days 13 76.9% 3.05% 3.86% 8.28% -1.14% 8.86% -14.86% 17.85% 30 days 13 84.6% 6.96% 6.60% 7.31% 2.18% 11.02% -5.94% 25.22% 90 days 13 46.2% -1.11% 4.92% 14.15% -3.62% 13.47% -15.49% 27.44% 180 days 13 53.8% 0.93% 7.84% 23.22% -6.19% 21.87% -21.35% 48.15% 365 days 13 92.3% 30.30% 49.91% 49.53% 19.98% 79.83% -23.01% 117.73% ======================================================================================================================== KC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -27.56% Rounded target for matching: -28% Similar historical periods found: 14 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 14 57.1% 1.27% 0.62% 5.67% -2.65% 3.90% -12.27% 9.34% 14 days 14 78.6% 3.38% 2.11% 6.51% -1.65% 5.87% -14.13% 13.04% 30 days 14 57.1% 6.40% 4.51% 11.52% -2.14% 11.16% -14.62% 20.72% 90 days 14 57.1% 1.41% -1.06% 8.22% -5.81% 3.68% -17.14% 11.20% 180 days 14 14.3% -8.72% -10.07% 9.38% -15.49% -4.65% -27.78% 5.27% 365 days 14 42.9% -14.61% -4.19% 26.85% -19.70% 11.31% -33.20% 40.77% ======================================================================================================================== Chart 3: LE=F (R² = 0.9240)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $209.68 ($196.21,-6% - $233.52,+11%) +30d (1m): $217.52,+3.7% ($199.38,-5% - $237.30,+13%) +60d (2m): $221.03,+5.4% ($202.60,-3% - $241.14,+15%) +90d (3m): $224.61,+7.1% ($205.88,-2% - $245.04,+17%) +180d (6m): $235.68,+12.4% ($216.01,+3% - $257.14,+23%) +365d (1y): $260.19,+24.1% ($238.44,+14% - $283.92,+35%) +EOY (189d): $236.82,+12.9% ($217.05,+4% - $258.38,+23%) End-of-year outlook: 📈 Bullish Trend (+12.9%) Confidence: 92.4% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 53 periods in chart (90d ROC≈5%) 📅 Days until EOY 2025: 189 days | EOY Target: $236.82 (+12.9%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== LE - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -2.33% Rounded target for matching: -2% Similar historical periods found: 329 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 329 51.7% 0.03% -0.02% 3.45% -0.40% 0.35% -13.77% 11.18% 14 days 329 49.5% -0.10% -0.18% 4.69% -0.69% 0.33% -14.61% 12.76% 30 days 329 52.3% 0.53% 0.13% 6.28% -0.55% 0.82% -23.99% 14.77% 90 days 325 58.2% 1.51% 1.50% 9.51% 0.46% 2.54% -20.66% 32.99% 180 days 320 65.0% 3.47% 2.91% 11.16% 1.68% 4.14% -22.45% 32.90% 365 days 307 55.7% 3.12% 5.40% 17.46% 3.44% 7.36% -32.14% 44.79% ======================================================================================================================== LE - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 5.28% Rounded target for matching: 5% Similar historical periods found: 234 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 234 53.4% 0.26% -0.15% 3.22% -0.56% 0.27% -14.58% 7.60% 14 days 234 60.7% 0.85% 0.47% 4.32% -0.09% 1.03% -17.20% 10.92% 30 days 234 61.1% 1.76% 0.87% 5.30% 0.19% 1.55% -15.88% 13.76% 90 days 225 55.1% 0.88% 1.36% 8.93% 0.19% 2.53% -21.56% 26.47% 180 days 221 61.5% 2.60% 2.81% 8.87% 1.63% 3.98% -27.64% 38.48% 365 days 209 58.9% 2.63% 6.52% 17.45% 4.14% 8.90% -29.68% 44.53% ======================================================================================================================== Chart 4: DX=F (R² = 0.9134)
📊 PRICE PROJECTIONS (Linear Regression - 120 days): Current: $97.56 ($94.86,-3% - $99.11,+2%) +30d (1m): $94.04,-3.6% ($91.98,-6% - $96.15,-1%) +60d (2m): $91.21,-6.5% ($89.16,-9% - $93.30,-4%) +90d (3m): $88.46,-9.3% ($86.43,-11% - $90.54,-7%) +180d (6m): $80.70,-17.3% ($78.67,-19% - $82.79,-15%) +365d (1y): $66.83,-31.5% ($64.70,-34% - $69.03,-29%) +EOY (189d): $79.97,-18.0% ($77.93,-20% - $82.06,-16%) End-of-year outlook: 📉 Bearish Trend (-18.0%) Confidence: 91.3% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-8%) 📅 Days until EOY 2025: 189 days | EOY Target: $79.97 (-18.0%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== DX - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -3.24% Rounded target for matching: -3% Similar historical periods found: 478 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 478 43.3% -0.18% -0.14% 1.29% -0.26% -0.03% -4.46% 7.03% 14 days 478 43.1% -0.26% -0.29% 1.78% -0.45% -0.13% -5.62% 4.96% 30 days 478 47.7% -0.17% -0.32% 2.57% -0.55% -0.09% -8.27% 8.00% 90 days 463 44.3% -0.66% -0.41% 4.08% -0.78% -0.03% -11.01% 10.60% 180 days 463 46.7% -0.56% -0.36% 6.05% -0.91% 0.19% -13.08% 18.18% 365 days 442 53.4% 0.74% 1.11% 8.57% 0.31% 1.91% -20.06% 25.90% ======================================================================================================================== DX - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -8.46% Rounded target for matching: -8% Similar historical periods found: 131 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 131 45.8% -0.09% 0.08% 1.33% -0.15% 0.31% -2.43% 4.34% 14 days 131 47.3% -0.17% 0.01% 1.86% -0.32% 0.33% -3.76% 4.75% 30 days 131 47.3% -0.16% -0.11% 2.18% -0.49% 0.26% -6.00% 5.40% 90 days 124 31.5% -1.26% -1.28% 3.01% -1.82% -0.75% -7.17% 4.97% 180 days 124 46.8% -0.64% -1.62% 6.24% -2.73% -0.51% -11.90% 15.74% 365 days 124 36.3% -1.52% -4.28% 7.49% -5.61% -2.94% -21.20% 7.32% ======================================================================================================================== Chart 5: PL=F (R² = 0.9126)
📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $1.3K ($1.2K,-5% - $1.4K,+7%) +30d (1m): $1.8K,+38.3% ($1.7K,+28% - $2.0K,+50%) +60d (2m): $2.5K,+89.0% ($2.2K,+70% - $2.7K,+110%) +90d (3m): $3.4K,+158.3% ($2.9K,+125% - $3.9K,+197%) +180d (6m): $8.6K,+559.7% ($6.8K,+418% - $11.0K,+740%) +365d (1y): $59.1K,+4432.6% ($37.3K,+2758% - $93.8K,+7089%) +EOY (189d): $9.4K,+624.6% ($7.3K,+463% - $12.2K,+832%) End-of-year outlook: 📈 Bullish Trend (+624.6%) Confidence: 91.3% | Valuation: FAIR VALUE 📅 Days until EOY 2025: 189 days | EOY Target: $9.4K (+624.6%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== PL - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 26.17% Rounded target for matching: 26% Similar historical periods found: 25 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 25 60.0% 0.20% -2.69% 9.88% -6.77% 1.39% -43.95% 8.93% 14 days 25 52.0% 0.34% -1.98% 10.23% -6.20% 2.24% -42.84% 14.58% 30 days 25 48.0% -0.66% -1.48% 10.98% -6.01% 3.05% -48.31% 11.30% 90 days 25 60.0% 2.06% 0.76% 10.71% -3.66% 5.18% -34.19% 15.79% 180 days 25 72.0% 12.46% 9.31% 13.95% 3.55% 15.07% -24.81% 26.85% 365 days 25 72.0% 11.52% 13.90% 22.81% 4.48% 23.32% -24.00% 54.71% ======================================================================================================================== Chart 6: ES=F (R² = 0.9108)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $6.1K ($5.7K,-7% - $6.9K,+12%) +30d (1m): $6.4K,+4.0% ($5.8K,-5% - $7.0K,+14%) +60d (2m): $6.5K,+6.3% ($5.9K,-3% - $7.2K,+17%) +90d (3m): $6.7K,+8.5% ($6.1K,-1% - $7.3K,+19%) +180d (6m): $7.1K,+15.6% ($6.5K,+5% - $7.8K,+27%) +365d (1y): $8.1K,+31.7% ($7.4K,+20% - $8.9K,+45%) +EOY (189d): $7.1K,+16.3% ($6.5K,+6% - $7.9K,+28%) End-of-year outlook: 📈 Bullish Trend (+16.3%) Confidence: 91.1% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 18 periods in chart (90d ROC≈0%) 📅 Days until EOY 2025: 189 days | EOY Target: $7.1K (+16.3%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== ES - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 4.74% Rounded target for matching: 5% Similar historical periods found: 405 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 405 62.2% 0.41% 0.25% 1.81% 0.08% 0.43% -7.25% 5.41% 14 days 405 60.5% 0.71% 0.19% 2.96% -0.10% 0.48% -16.31% 7.10% 30 days 405 64.4% 1.22% 0.60% 4.77% 0.13% 1.06% -25.27% 9.61% 90 days 405 71.4% 3.78% 2.86% 7.52% 2.13% 3.60% -27.07% 17.35% 180 days 403 77.4% 8.05% 5.88% 11.48% 4.75% 7.00% -41.90% 29.55% 365 days 371 78.4% 15.68% 11.17% 19.70% 9.16% 13.18% -55.79% 54.21% ======================================================================================================================== ES - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 0.13% Rounded target for matching: 0% Similar historical periods found: 239 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 239 52.3% 0.18% -0.16% 3.00% -0.55% 0.22% -19.87% 5.53% 14 days 239 60.7% 0.81% 0.20% 3.76% -0.28% 0.68% -25.91% 7.64% 30 days 239 66.5% 1.82% 0.88% 4.96% 0.25% 1.51% -11.42% 10.75% 90 days 237 75.9% 4.89% 3.89% 8.25% 2.83% 4.94% -37.71% 24.50% 180 days 237 74.7% 7.61% 5.84% 12.85% 4.19% 7.48% -49.55% 37.23% 365 days 237 84.0% 15.27% 12.47% 19.22% 10.01% 14.93% -43.40% 49.21% ======================================================================================================================== Chart 7: NQ=F (R² = 0.9022)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $22.4K ($20.3K,-10% - $26.5K,+18%) +30d (1m): $23.9K,+6.5% ($20.9K,-7% - $27.3K,+22%) +60d (2m): $24.6K,+9.6% ($21.5K,-4% - $28.1K,+25%) +90d (3m): $25.3K,+12.8% ($22.1K,-1% - $28.9K,+29%) +180d (6m): $27.6K,+23.0% ($24.1K,+7% - $31.6K,+41%) +365d (1y): $32.9K,+47.0% ($28.8K,+28% - $37.7K,+68%) +EOY (189d): $27.8K,+24.1% ($24.3K,+8% - $31.8K,+42%) End-of-year outlook: 📈 Bullish Trend (+24.1%) Confidence: 90.2% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 12 periods in chart (90d ROC≈1%) 📅 Days until EOY 2025: 189 days | EOY Target: $27.8K (+24.1%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== NQ - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 6.96% Rounded target for matching: 7% Similar historical periods found: 292 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 292 58.2% 0.52% 0.03% 2.94% -0.31% 0.37% -14.01% 6.55% 14 days 292 56.8% 0.69% 0.05% 3.96% -0.40% 0.51% -14.23% 7.86% 30 days 292 54.8% 0.99% 0.34% 6.06% -0.36% 1.04% -31.78% 14.07% 90 days 292 68.2% 3.45% 2.81% 9.72% 1.69% 3.93% -38.09% 40.88% 180 days 289 77.5% 11.97% 8.91% 14.69% 7.21% 10.61% -46.98% 52.32% 365 days 277 83.4% 18.10% 20.50% 25.35% 17.51% 23.50% -58.48% 69.85% ======================================================================================================================== NQ - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 1.33% Rounded target for matching: 1% Similar historical periods found: 181 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 181 60.8% 0.76% 0.83% 3.29% 0.35% 1.32% -9.28% 13.78% 14 days 181 65.2% 1.80% 0.99% 4.30% 0.36% 1.62% -11.25% 12.24% 30 days 181 65.7% 2.59% 1.16% 7.85% 0.00% 2.31% -32.69% 15.65% 90 days 180 65.6% 5.86% 3.93% 12.10% 2.16% 5.71% -34.95% 41.76% 180 days 175 88.6% 9.28% 8.98% 14.45% 6.82% 11.13% -40.93% 51.15% 365 days 174 90.2% 21.65% 23.26% 20.99% 20.12% 26.40% -33.68% 74.69% ======================================================================================================================== Chart 8: HE=F (R² = 0.8828)
📊 PRICE PROJECTIONS (Linear Regression - 60 days): Current: $112.03 ($102.63,-8% - $114.79,+2%) +30d (1m): $123.46,+10.2% ($116.30,+4% - $131.06,+17%) +60d (2m): $140.43,+25.4% ($131.52,+17% - $149.95,+34%) +90d (3m): $159.74,+42.6% ($148.50,+33% - $171.83,+53%) +180d (6m): $235.07,+109.8% ($212.53,+90% - $260.01,+132%) +365d (1y): $520.15,+364.3% ($439.45,+292% - $615.68,+450%) +EOY (189d): $244.33,+118.1% ($220.22,+97% - $271.08,+142%) End-of-year outlook: 📈 Bullish Trend (+118.1%) Confidence: 88.3% | Valuation: FAIR VALUE 📅 Days until EOY 2025: 189 days | EOY Target: $244.33 (+118.1%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== HE - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 23.96% Rounded target for matching: 24% Similar historical periods found: 17 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 17 41.2% -0.89% -1.37% 5.47% -4.18% 1.44% -16.41% 7.54% 14 days 17 52.9% 3.45% 0.17% 8.63% -4.26% 4.61% -22.19% 15.28% 30 days 17 47.1% -0.90% -1.17% 12.27% -7.47% 5.14% -26.41% 14.50% 90 days 17 17.6% -18.67% -14.63% 15.85% -22.77% -6.48% -30.66% 28.44% 180 days 17 11.8% -9.74% -5.73% 30.04% -21.18% 9.72% -34.97% 82.98% 365 days 16 25.0% -22.58% -12.13% 29.16% -27.67% 3.41% -44.58% 63.29% ======================================================================================================================== HE - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 25.24% Rounded target for matching: 25% Similar historical periods found: 53 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 53 56.6% 0.95% 0.57% 5.23% -0.87% 2.01% -15.36% 16.24% 14 days 53 47.2% -1.53% -1.54% 7.20% -3.52% 0.45% -22.48% 11.04% 30 days 53 49.1% -0.47% 0.34% 11.63% -2.87% 3.54% -30.61% 24.36% 90 days 53 32.1% -13.88% -5.68% 25.37% -12.68% 1.31% -49.30% 64.90% 180 days 53 28.3% -6.32% -3.86% 19.28% -9.18% 1.45% -54.26% 37.60% 365 days 51 27.5% -21.00% -9.86% 29.35% -18.11% -1.60% -58.16% 63.26% ======================================================================================================================== Chart 9: CC=F (R² = 0.8825)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $8.8K ($8.5K,-4% - $18.3K,+108%) +30d (1m): $13.4K,+52.5% ($9.1K,+4% - $19.7K,+124%) +60d (2m): $14.5K,+64.2% ($9.9K,+12% - $21.2K,+141%) +90d (3m): $15.6K,+76.8% ($10.6K,+20% - $22.9K,+160%) +180d (6m): $19.4K,+120.8% ($13.2K,+50% - $28.6K,+224%) +365d (1y): $30.7K,+248.5% ($20.9K,+137% - $45.2K,+413%) +EOY (189d): $19.9K,+125.7% ($13.5K,+54% - $29.2K,+232%) End-of-year outlook: 📈 Bullish Trend (+125.7%) Confidence: 88.3% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-12%) 📅 Days until EOY 2025: 189 days | EOY Target: $19.9K (+125.7%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== CC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -6.16% Rounded target for matching: -6% Similar historical periods found: 187 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 187 52.9% 0.32% 0.29% 4.74% -0.39% 0.97% -13.59% 15.17% 14 days 187 54.5% 0.83% 0.98% 6.54% 0.04% 1.93% -18.88% 21.41% 30 days 187 55.6% 1.35% 1.59% 9.88% 0.17% 3.02% -23.86% 60.55% 90 days 186 59.7% 3.46% 4.45% 16.06% 2.12% 6.77% -28.49% 53.33% 180 days 185 60.0% 6.15% 6.84% 19.88% 3.96% 9.73% -37.49% 77.79% 365 days 183 76.5% 13.62% 21.13% 34.71% 16.07% 26.19% -39.24% 143.52% ======================================================================================================================== CC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -11.96% Rounded target for matching: -12% Similar historical periods found: 104 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 104 58.7% 0.84% 1.49% 4.95% 0.53% 2.45% -11.70% 15.17% 14 days 104 61.5% 1.72% 1.98% 6.93% 0.64% 3.33% -19.42% 23.48% 30 days 104 57.7% 1.94% 2.04% 10.82% -0.06% 4.14% -27.04% 29.27% 90 days 101 68.3% 5.78% 3.59% 13.12% 1.00% 6.18% -28.77% 37.65% 180 days 101 68.3% 8.40% 7.91% 22.10% 3.55% 12.28% -32.16% 71.62% 365 days 97 64.9% 6.39% 12.90% 35.95% 5.66% 20.15% -36.11% 169.86% ======================================================================================================================== Chart 10: YM=F (R² = 0.8784)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $43.4K ($41.2K,-5% - $48.2K,+11%) +30d (1m): $45.2K,+4.1% ($41.8K,-4% - $48.9K,+13%) +60d (2m): $45.9K,+5.7% ($42.4K,-2% - $49.6K,+14%) +90d (3m): $46.6K,+7.2% ($43.1K,-1% - $50.3K,+16%) +180d (6m): $48.7K,+12.1% ($45.0K,+4% - $52.6K,+21%) +365d (1y): $53.3K,+22.7% ($49.3K,+13% - $57.6K,+33%) +EOY (189d): $48.9K,+12.6% ($45.2K,+4% - $52.9K,+22%) End-of-year outlook: 📈 Bullish Trend (+12.6%) Confidence: 87.8% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 27 periods in chart (90d ROC≈-3%) 📅 Days until EOY 2025: 189 days | EOY Target: $48.9K (+12.6%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== YM - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 2.19% Rounded target for matching: 2% Similar historical periods found: 594 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 594 56.2% 0.26% -0.01% 2.12% -0.18% 0.16% -13.54% 4.29% 14 days 594 59.8% 0.49% -0.11% 3.13% -0.36% 0.14% -19.18% 6.25% 30 days 594 58.9% 0.84% -0.14% 5.47% -0.58% 0.30% -36.31% 10.21% 90 days 591 66.0% 2.52% 2.08% 7.21% 1.49% 2.66% -29.06% 17.90% 180 days 578 74.0% 6.60% 5.01% 10.41% 4.16% 5.86% -38.23% 29.00% 365 days 549 79.8% 9.97% 9.26% 14.55% 8.04% 10.48% -51.68% 41.26% ======================================================================================================================== YM - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -3.10% Rounded target for matching: -3% Similar historical periods found: 194 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 194 61.3% 0.85% 0.07% 3.64% -0.45% 0.58% -21.72% 8.00% 14 days 194 63.4% 1.43% 0.30% 4.54% -0.35% 0.94% -28.53% 8.91% 30 days 194 57.2% 0.97% 0.80% 4.91% 0.11% 1.50% -12.98% 13.03% 90 days 187 74.3% 4.19% 3.61% 7.58% 2.52% 4.71% -29.51% 18.37% 180 days 187 81.8% 6.95% 5.86% 12.07% 4.12% 7.60% -41.53% 28.87% 365 days 186 88.2% 17.81% 13.73% 15.57% 11.48% 15.98% -40.32% 39.52% ======================================================================================================================== Chart 11: SB=F (R² = 0.8729)
📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $16.33 ($15.66,-4% - $16.50,+1%) +30d (1m): $14.42,-11.7% ($13.94,-15% - $14.92,-9%) +60d (2m): $12.94,-20.8% ($12.36,-24% - $13.55,-17%) +90d (3m): $11.61,-28.9% ($10.94,-33% - $12.32,-25%) +180d (6m): $8.39,-48.6% ($7.56,-54% - $9.30,-43%) +365d (1y): $4.30,-73.7% ($3.53,-78% - $5.24,-68%) +EOY (189d): $8.12,-50.3% ($7.29,-55% - $9.04,-45%) End-of-year outlook: 📉 Bearish Trend (-50.3%) Confidence: 87.3% | Valuation: FAIR VALUE 📅 Days until EOY 2025: 189 days | EOY Target: $8.12 (-50.3%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== SB - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -8.16% Rounded target for matching: -8% Similar historical periods found: 191 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 191 42.9% -0.76% -0.10% 5.05% -0.83% 0.62% -18.39% 15.51% 14 days 191 46.6% -0.92% -0.21% 7.38% -1.26% 0.84% -15.52% 22.40% 30 days 191 46.6% -1.22% 0.01% 10.06% -1.42% 1.45% -22.73% 29.81% 90 days 188 44.1% -2.67% 1.79% 18.18% -0.82% 4.41% -38.19% 91.91% 180 days 187 44.9% -1.67% 4.99% 30.71% 0.56% 9.42% -38.07% 118.62% 365 days 178 55.1% 7.76% 11.00% 34.44% 5.91% 16.09% -43.37% 132.37% ======================================================================================================================== SB - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -17.36% Rounded target for matching: -17% Similar historical periods found: 93 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 93 45.2% -0.84% 0.83% 6.00% -0.40% 2.07% -8.87% 28.76% 14 days 93 52.7% 0.72% 1.49% 8.00% -0.15% 3.14% -15.42% 36.62% 30 days 93 44.1% -1.44% 1.19% 10.89% -1.05% 3.44% -22.02% 40.32% 90 days 88 45.5% -2.18% 1.81% 17.24% -1.84% 5.46% -27.08% 42.52% 180 days 87 54.0% 5.21% 9.13% 26.00% 3.59% 14.68% -29.45% 95.48% 365 days 79 51.9% 3.14% 12.51% 39.37% 3.69% 21.33% -43.86% 124.97% ======================================================================================================================== Chart 12: ZS=F (R² = 0.8667)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $1.0K ($855.42,-18% - $1.1K,+3%) +30d (1m): $940.64,-10.1% ($837.80,-20% - $1.1K,+1%) +60d (2m): $921.30,-12.0% ($820.54,-22% - $1.0K,-1%) +90d (3m): $902.36,-13.8% ($803.63,-23% - $1.0K,-3%) +180d (6m): $847.83,-19.0% ($754.96,-28% - $952.13,-9%) +365d (1y): $745.89,-28.7% ($663.92,-37% - $837.97,-20%) +EOY (189d): $842.57,-19.5% ($750.26,-28% - $946.23,-10%) End-of-year outlook: 📉 Bearish Trend (-19.5%) Confidence: 86.7% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 30 periods in chart (90d ROC≈2%) 📅 Days until EOY 2025: 189 days | EOY Target: $842.57 (-19.5%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== ZS - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 0.26% Rounded target for matching: 0% Similar historical periods found: 337 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 337 56.1% 0.50% 0.22% 3.56% -0.16% 0.60% -22.38% 11.63% 14 days 337 51.0% 0.07% 0.16% 5.03% -0.37% 0.70% -30.49% 16.11% 30 days 337 52.8% 0.49% 0.60% 7.42% -0.19% 1.40% -27.74% 23.93% 90 days 335 52.5% 1.17% 2.59% 14.45% 1.03% 4.14% -38.07% 39.99% 180 days 324 55.2% 1.66% 5.72% 21.65% 3.35% 8.09% -37.50% 78.08% 365 days 315 66.0% 7.75% 12.39% 30.18% 9.04% 15.73% -41.88% 149.48% ======================================================================================================================== ZS - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 1.85% Rounded target for matching: 2% Similar historical periods found: 206 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 206 49.0% -0.21% -0.37% 4.12% -0.94% 0.19% -26.42% 11.63% 14 days 206 58.3% 0.69% 0.06% 6.38% -0.82% 0.93% -34.54% 15.98% 30 days 206 55.8% 0.83% 0.07% 8.96% -1.16% 1.30% -37.66% 20.90% 90 days 198 47.5% -1.16% 1.49% 15.45% -0.68% 3.65% -45.87% 39.09% 180 days 189 50.8% 0.65% 5.55% 20.87% 2.56% 8.55% -35.18% 77.72% 365 days 186 58.1% 5.25% 13.77% 34.42% 8.79% 18.75% -38.44% 113.41% ======================================================================================================================== Chart 13: PA=F (R² = 0.8604)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $1.1K ($611.68,-43% - $1.0K,-3%) +30d (1m): $767.52,-28.1% ($591.04,-45% - $996.68,-7%) +60d (2m): $741.66,-30.5% ($571.10,-46% - $963.15,-10%) +90d (3m): $716.67,-32.8% ($551.83,-48% - $930.75,-13%) +180d (6m): $646.65,-39.4% ($497.82,-53% - $839.96,-21%) +365d (1y): $523.46,-50.9% ($402.81,-62% - $680.24,-36%) +EOY (189d): $640.03,-40.0% ($492.72,-54% - $831.38,-22%) End-of-year outlook: 📉 Bearish Trend (-40.0%) Confidence: 86.0% | Valuation: OVERVALUED 🎯 Historical pattern matches: 17 periods in chart (90d ROC≈5%) 📅 Days until EOY 2025: 189 days | EOY Target: $640.03 (-40.0%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== PA - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 13.75% Rounded target for matching: 14% Similar historical periods found: 100 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 100 57.0% 0.60% 0.48% 5.87% -0.69% 1.64% -17.49% 18.10% 14 days 100 55.0% 1.07% 2.49% 11.24% 0.26% 4.72% -20.95% 47.24% 30 days 100 67.0% 5.50% 4.74% 14.32% 1.90% 7.58% -31.21% 47.14% 90 days 100 63.0% 5.55% 11.32% 26.94% 5.98% 16.67% -44.50% 111.20% 180 days 98 73.5% 18.77% 19.38% 37.12% 11.94% 26.82% -70.35% 138.35% 365 days 95 69.5% 26.15% 35.57% 67.79% 21.76% 49.38% -70.11% 301.98% ======================================================================================================================== PA - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 5.09% Rounded target for matching: 5% Similar historical periods found: 100 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 100 44.0% -0.53% 1.91% 11.59% -0.39% 4.21% -9.98% 63.56% 14 days 100 55.0% 1.17% 1.95% 9.65% 0.04% 3.87% -14.55% 42.83% 30 days 100 56.0% 2.27% 3.69% 11.72% 1.37% 6.02% -25.37% 54.23% 90 days 98 66.3% 11.24% 7.19% 20.53% 3.07% 11.31% -51.61% 57.62% 180 days 98 59.2% 5.21% 11.17% 37.04% 3.75% 18.60% -54.21% 107.60% 365 days 93 59.1% 20.71% 23.20% 53.79% 12.12% 34.28% -58.45% 165.97% ======================================================================================================================== Chart 14: SI=F (R² = 0.8530)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $35.70 ($29.81,-17% - $39.18,+10%) +30d (1m): $34.98,-2.0% ($30.50,-15% - $40.11,+12%) +60d (2m): $35.80,+0.3% ($31.22,-13% - $41.05,+15%) +90d (3m): $36.64,+2.6% ($31.95,-11% - $42.01,+18%) +180d (6m): $39.28,+10.0% ($34.25,-4% - $45.05,+26%) +365d (1y): $45.32,+26.9% ($39.49,+11% - $52.00,+46%) +EOY (189d): $39.55,+10.8% ($34.48,-3% - $45.36,+27%) End-of-year outlook: 📈 Bullish Trend (+10.8%) Confidence: 85.3% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 25 periods in chart (90d ROC≈9%) 📅 Days until EOY 2025: 189 days | EOY Target: $39.55 (+10.8%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== SI - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 10.23% Rounded target for matching: 10% Similar historical periods found: 152 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 152 51.3% 0.06% -0.16% 4.48% -0.88% 0.56% -14.10% 13.07% 14 days 152 50.7% 0.07% 0.36% 6.26% -0.64% 1.37% -13.97% 18.09% 30 days 152 42.8% -1.06% 0.11% 8.45% -1.24% 1.46% -27.12% 23.89% 90 days 151 49.0% -0.16% 3.73% 17.89% 0.85% 6.61% -49.22% 69.75% 180 days 149 62.4% 8.82% 8.78% 22.37% 5.15% 12.40% -43.36% 86.99% 365 days 141 70.9% 24.96% 23.44% 36.72% 17.32% 29.55% -42.21% 127.15% ======================================================================================================================== SI - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 9.34% Rounded target for matching: 9% Similar historical periods found: 123 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 123 58.5% 0.69% 1.03% 4.45% 0.24% 1.82% -10.21% 11.19% 14 days 123 53.7% 0.49% 1.23% 6.92% -0.01% 2.46% -14.43% 20.31% 30 days 123 48.0% -0.15% 2.29% 8.59% 0.75% 3.82% -12.69% 23.02% 90 days 118 46.6% -1.63% 3.08% 18.74% -0.34% 6.50% -35.16% 55.83% 180 days 116 50.9% 1.06% 4.35% 22.97% 0.12% 8.57% -43.52% 109.43% 365 days 107 58.9% 5.42% 16.42% 36.79% 9.37% 23.47% -41.13% 112.68% ======================================================================================================================== Chart 15: OJ=F (R² = 0.7911)
📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $228.75 ($173.70,-24% - $303.03,+32%) +30d (1m): $196.15,-14.3% ($148.25,-35% - $259.53,+13%) +60d (2m): $167.70,-26.7% ($126.46,-45% - $222.38,-3%) +90d (3m): $143.37,-37.3% ($107.82,-53% - $190.64,-17%) +180d (6m): $89.60,-60.8% ($66.66,-71% - $120.44,-47%) +365d (1y): $34.09,-85.1% ($24.53,-89% - $47.38,-79%) +EOY (189d): $85.48,-62.6% ($63.51,-72% - $115.06,-50%) End-of-year outlook: 📉 Bearish Trend (-62.6%) Confidence: 79.1% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-39%) 📅 Days until EOY 2025: 189 days | EOY Target: $85.48 (-62.6%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== OJ - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -10.71% Rounded target for matching: -11% Similar historical periods found: 103 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 103 51.5% 0.23% 0.35% 5.92% -0.80% 1.51% -13.86% 19.01% 14 days 103 54.4% 1.64% 1.47% 8.31% -0.15% 3.09% -14.26% 27.32% 30 days 103 51.5% 0.55% 1.19% 13.13% -1.37% 3.76% -29.12% 29.47% 90 days 103 46.6% -1.61% 0.03% 18.93% -3.67% 3.73% -41.75% 56.48% 180 days 103 45.6% -4.21% 4.28% 30.83% -1.74% 10.31% -37.53% 92.95% 365 days 103 50.5% 0.34% 11.11% 45.30% 2.25% 19.96% -52.38% 130.55% ======================================================================================================================== OJ - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -38.94% Rounded target for matching: -39% Similar historical periods found: 9 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 9 44.4% -4.12% -3.67% 8.99% -10.58% 3.24% -15.44% 10.58% 14 days 9 55.6% 0.39% -1.23% 8.66% -7.89% 5.42% -13.65% 11.26% 30 days 9 44.4% -0.07% 1.82% 7.17% -3.70% 7.33% -10.36% 18.88% 90 days 5 100.0% 4.69% 5.42% 3.79% 0.71% 10.13% 0.20% 11.90% 180 days 5 60.0% 11.79% 12.82% 21.12% -13.41% 39.04% -12.64% 43.62% 365 days 5 60.0% 10.68% 18.66% 58.52% -54.00% 91.33% -45.70% 92.27% ======================================================================================================================== ======================================================================================================================== 🟢 TOP 2 FUTURES INSTRUMENTS - UNDERVALUED OPPORTUNITIES ======================================================================================================================== Rank Symbol Under% R² Growth% Price Upside% Window ------------------------------------------------------------------------------------------------------------------------ 1 CC=F 29.4% 0.882515 86.2% $8.8K 41.6% 750 d 2 KC=F 22.1% 0.930362 69.9% $312.80 28.4% 500 d 📊 DISPLAYING ALL 2 UNDERVALUED FUTURES OPPORTUNITY CHARTS: -------------------------------------------------------------------------------- Chart 1: CC=F (Undervalued by 29.4%)
📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $8.8K ($8.5K,-4% - $18.3K,+108%) +30d (1m): $13.4K,+52.5% ($9.1K,+4% - $19.7K,+124%) +60d (2m): $14.5K,+64.2% ($9.9K,+12% - $21.2K,+141%) +90d (3m): $15.6K,+76.8% ($10.6K,+20% - $22.9K,+160%) +180d (6m): $19.4K,+120.8% ($13.2K,+50% - $28.6K,+224%) +365d (1y): $30.7K,+248.5% ($20.9K,+137% - $45.2K,+413%) +EOY (189d): $19.9K,+125.7% ($13.5K,+54% - $29.2K,+232%) End-of-year outlook: 📈 Bullish Trend (+125.7%) Confidence: 88.3% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-12%) 📅 Days until EOY 2025: 189 days | EOY Target: $19.9K (+125.7%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== CC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -6.16% Rounded target for matching: -6% Similar historical periods found: 187 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 187 52.9% 0.32% 0.29% 4.74% -0.39% 0.97% -13.59% 15.17% 14 days 187 54.5% 0.83% 0.98% 6.54% 0.04% 1.93% -18.88% 21.41% 30 days 187 55.6% 1.35% 1.59% 9.88% 0.17% 3.02% -23.86% 60.55% 90 days 186 59.7% 3.46% 4.45% 16.06% 2.12% 6.77% -28.49% 53.33% 180 days 185 60.0% 6.15% 6.84% 19.88% 3.96% 9.73% -37.49% 77.79% 365 days 183 76.5% 13.62% 21.13% 34.71% 16.07% 26.19% -39.24% 143.52% ======================================================================================================================== CC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -11.96% Rounded target for matching: -12% Similar historical periods found: 104 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 104 58.7% 0.84% 1.49% 4.95% 0.53% 2.45% -11.70% 15.17% 14 days 104 61.5% 1.72% 1.98% 6.93% 0.64% 3.33% -19.42% 23.48% 30 days 104 57.7% 1.94% 2.04% 10.82% -0.06% 4.14% -27.04% 29.27% 90 days 101 68.3% 5.78% 3.59% 13.12% 1.00% 6.18% -28.77% 37.65% 180 days 101 68.3% 8.40% 7.91% 22.10% 3.55% 12.28% -32.16% 71.62% 365 days 97 64.9% 6.39% 12.90% 35.95% 5.66% 20.15% -36.11% 169.86% ======================================================================================================================== Chart 2: KC=F (Undervalued by 22.1%)
📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $312.80 ($340.91,+9% - $473.15,+51%) +30d (1m): $427.79,+36.8% ($363.08,+16% - $504.05,+61%) +60d (2m): $455.67,+45.7% ($386.68,+24% - $536.96,+72%) +90d (3m): $485.36,+55.2% ($411.81,+32% - $572.04,+83%) +180d (6m): $586.56,+87.5% ($497.41,+59% - $691.68,+121%) +365d (1y): $865.70,+176.8% ($733.04,+134% - $1.0K,+227%) +EOY (189d): $597.77,+91.1% ($506.89,+62% - $704.95,+125%) End-of-year outlook: 📈 Bullish Trend (+91.1%) Confidence: 93.0% | Valuation: UNDERVALUED 📅 Days until EOY 2025: 189 days | EOY Target: $597.77 (+91.1%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== KC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -21.24% Rounded target for matching: -21% Similar historical periods found: 13 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 13 38.5% -0.99% 0.32% 5.55% -3.03% 3.68% -7.44% 10.32% 14 days 13 76.9% 3.05% 3.86% 8.28% -1.14% 8.86% -14.86% 17.85% 30 days 13 84.6% 6.96% 6.60% 7.31% 2.18% 11.02% -5.94% 25.22% 90 days 13 46.2% -1.11% 4.92% 14.15% -3.62% 13.47% -15.49% 27.44% 180 days 13 53.8% 0.93% 7.84% 23.22% -6.19% 21.87% -21.35% 48.15% 365 days 13 92.3% 30.30% 49.91% 49.53% 19.98% 79.83% -23.01% 117.73% ======================================================================================================================== KC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -27.56% Rounded target for matching: -28% Similar historical periods found: 14 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 14 57.1% 1.27% 0.62% 5.67% -2.65% 3.90% -12.27% 9.34% 14 days 14 78.6% 3.38% 2.11% 6.51% -1.65% 5.87% -14.13% 13.04% 30 days 14 57.1% 6.40% 4.51% 11.52% -2.14% 11.16% -14.62% 20.72% 90 days 14 57.1% 1.41% -1.06% 8.22% -5.81% 3.68% -17.14% 11.20% 180 days 14 14.3% -8.72% -10.07% 9.38% -15.49% -4.65% -27.78% 5.27% 365 days 14 42.9% -14.61% -4.19% 26.85% -19.70% 11.31% -33.20% 40.77% ======================================================================================================================== ======================================================================================================================== 🔴 TOP 1 FUTURES INSTRUMENTS - OVERVALUED WARNINGS ======================================================================================================================== Rank Symbol Over% R² Growth% Price Risk% Window ------------------------------------------------------------------------------------------------------------------------ 1 PA=F 34.3% 0.860374 -25.0% $1.1K 25.6% 1000d 📊 DISPLAYING ALL 1 OVERVALUED FUTURES WARNING CHARTS: -------------------------------------------------------------------------------- Chart 1: PA=F (Overvalued by 34.3%)
📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $1.1K ($611.68,-43% - $1.0K,-3%) +30d (1m): $767.52,-28.1% ($591.04,-45% - $996.68,-7%) +60d (2m): $741.66,-30.5% ($571.10,-46% - $963.15,-10%) +90d (3m): $716.67,-32.8% ($551.83,-48% - $930.75,-13%) +180d (6m): $646.65,-39.4% ($497.82,-53% - $839.96,-21%) +365d (1y): $523.46,-50.9% ($402.81,-62% - $680.24,-36%) +EOY (189d): $640.03,-40.0% ($492.72,-54% - $831.38,-22%) End-of-year outlook: 📉 Bearish Trend (-40.0%) Confidence: 86.0% | Valuation: OVERVALUED 🎯 Historical pattern matches: 17 periods in chart (90d ROC≈5%) 📅 Days until EOY 2025: 189 days | EOY Target: $640.03 (-40.0%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== PA - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 13.75% Rounded target for matching: 14% Similar historical periods found: 100 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 100 57.0% 0.60% 0.48% 5.87% -0.69% 1.64% -17.49% 18.10% 14 days 100 55.0% 1.07% 2.49% 11.24% 0.26% 4.72% -20.95% 47.24% 30 days 100 67.0% 5.50% 4.74% 14.32% 1.90% 7.58% -31.21% 47.14% 90 days 100 63.0% 5.55% 11.32% 26.94% 5.98% 16.67% -44.50% 111.20% 180 days 98 73.5% 18.77% 19.38% 37.12% 11.94% 26.82% -70.35% 138.35% 365 days 95 69.5% 26.15% 35.57% 67.79% 21.76% 49.38% -70.11% 301.98% ======================================================================================================================== PA - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 5.09% Rounded target for matching: 5% Similar historical periods found: 100 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 100 44.0% -0.53% 1.91% 11.59% -0.39% 4.21% -9.98% 63.56% 14 days 100 55.0% 1.17% 1.95% 9.65% 0.04% 3.87% -14.55% 42.83% 30 days 100 56.0% 2.27% 3.69% 11.72% 1.37% 6.02% -25.37% 54.23% 90 days 98 66.3% 11.24% 7.19% 20.53% 3.07% 11.31% -51.61% 57.62% 180 days 98 59.2% 5.21% 11.17% 37.04% 3.75% 18.60% -54.21% 107.60% 365 days 93 59.1% 20.71% 23.20% 53.79% 12.12% 34.28% -58.45% 165.97% ======================================================================================================================== FUTURES STATISTICS: ------------------------------------------------------------ Total futures instruments analyzed: 29 Average R-squared: 0.7785 Best R-squared: 0.955935 Average annual growth: 55.8% Valuation breakdown: 🟡 FAIR_VALUE: 15 (51.7%) - Hold/Monitor 🟢 UNDERVALUED: 2 (6.9%) - Buy Opportunities 🔴 OVERVALUED: 1 (3.4%) - Sell Warnings Optimal window distribution: 30 days: 2 instruments (6.9%) 60 days: 2 instruments (6.9%) 120 days: 1 instruments (3.4%) 180 days: 1 instruments (3.4%) 365 days: 3 instruments (10.3%) 📊 FUTURES TRADING SUMMARY: 🟢 High-quality undervalued opportunities: 2 🔴 High-quality overvalued warnings: 1 📈 Top trend performers displayed: 15 💡 Consider buying undervalued futuress with strong trends ⚠️ Consider reducing overvalued futures positions ======================================================================================================================== 🔥 TOP 15 INDICES INSTRUMENTS - BEST TREND ANALYSIS ======================================================================================================================== Rank Symbol R² Window Growth% Price Valuation Deviation% ------------------------------------------------------------------------------------------------------------------------ 1 ^KS11 0.967328 21 d 708.4% 3.1K 🟡 FAIR 0.6% 2 ^IBEX 0.926916 504 d 22.9% 14.0K 🟡 FAIR 3.2% 3 ^GDAXI 0.911996 504 d 24.4% 23.6K 🟡 FAIR 2.6% 4 ^GSPTSE 0.906947 504 d 17.0% 26.7K 🟡 FAIR 1.3% 5 ^AXJO 0.897586 42 d 48.8% 8.6K 🟡 FAIR -0.9% 6 ^BSESN 0.868149 1008d 12.2% 82.1K 🟡 FAIR -0.4% 7 IMOEX.ME 0.863544 504 d 33.9% 3.2K 🟢 UNDER -10.8% 8 ^NSEI 0.858697 1008d 12.9% 25.0K 🟡 FAIR 0.1% 9 ^BVSP 0.858455 126 d 37.1% 137.2K 🟡 FAIR -1.9% 10 ^HSI 0.832973 378 d 32.3% 24.2K 🟡 FAIR 2.5% 11 ^IXIC 0.825606 42 d 128.2% 19.9K 🟡 FAIR -1.0% 12 ^GSPC 0.825352 504 d 19.6% 6.1K 🟡 FAIR -2.5% 13 ^FTSE 0.824272 504 d 9.0% 8.8K 🟡 FAIR -0.0% 14 ^RUI 0.822726 504 d 19.6% 3.3K 🟡 FAIR -2.4% 15 ^DJI 0.783003 504 d 14.2% 43.1K 🟡 FAIR -3.6% 📊 DISPLAYING ALL 15 INDICES TREND LEADER CHARTS: -------------------------------------------------------------------------------- Chart 1: ^KS11 (R² = 0.9673)
📊 PRICE PROJECTIONS (Linear Regression - 21 days): Current: 3.1K (3.0K,-3% - 3.1K,+1%) +30d (1m): 4.0K,+27.4% (3.8K,+23% - 4.1K,+32%) +60d (2m): 5.1K,+63.4% (4.8K,+55% - 5.3K,+72%) +90d (3m): 6.5K,+109.6% (6.1K,+95% - 7.0K,+125%) +180d (6m): 13.7K,+342.1% (12.0K,+287% - 15.7K,+405%) +365d (1y): 63.6K,+1950.4% (49.0K,+1478% - 82.7K,+2564%) +EOY (189d): 14.8K,+376.4% (12.9K,+314% - 17.0K,+448%) End-of-year outlook: 📈 Bullish Trend (+376.4%) Confidence: 96.7% | Valuation: FAIR VALUE 📅 Days until EOY 2025: 189 days | EOY Target: 14.8K (+376.4%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== KS11 - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 20.42% Rounded target for matching: 20% Similar historical periods found: 21 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 21 52.4% 0.48% 2.18% 6.47% -0.77% 5.12% -6.30% 16.41% 14 days 21 57.1% 1.84% 1.17% 7.92% -2.44% 4.77% -17.71% 18.32% 30 days 21 52.4% 1.31% 3.14% 12.24% -2.43% 8.71% -13.32% 37.49% 90 days 21 66.7% 3.41% 10.03% 22.95% -0.42% 20.47% -36.16% 62.22% 180 days 21 52.4% 14.58% 11.41% 31.86% -3.09% 25.92% -40.90% 105.28% 365 days 21 42.9% -2.80% 1.18% 33.80% -14.21% 16.56% -41.77% 56.49% ======================================================================================================================== KS11 - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 23.10% Rounded target for matching: 23% Similar historical periods found: 44 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 44 56.8% 0.52% 0.86% 3.61% -0.24% 1.96% -5.45% 14.06% 14 days 44 59.1% 2.24% 1.47% 5.46% -0.19% 3.13% -10.66% 18.32% 30 days 44 61.4% 4.13% 4.19% 10.01% 1.14% 7.23% -12.51% 37.82% 90 days 44 81.8% 9.03% 12.77% 17.26% 7.52% 18.02% -17.38% 62.22% 180 days 44 79.5% 7.24% 14.07% 31.24% 4.58% 23.57% -25.76% 167.45% 365 days 44 65.9% 19.77% 12.12% 30.50% 2.85% 21.39% -44.20% 100.18% ======================================================================================================================== Chart 2: ^IBEX (R² = 0.9269)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: 14.0K (12.7K,-9% - 14.5K,+3%) +30d (1m): 13.9K,-0.7% (13.0K,-7% - 14.9K,+6%) +60d (2m): 14.3K,+1.7% (13.4K,-5% - 15.3K,+9%) +90d (3m): 14.6K,+4.3% (13.7K,-2% - 15.6K,+11%) +180d (6m): 15.7K,+12.2% (14.7K,+5% - 16.8K,+20%) +365d (1y): 18.3K,+30.5% (17.1K,+22% - 19.6K,+40%) +EOY (189d): 15.9K,+13.0% (14.8K,+6% - 17.0K,+21%) End-of-year outlook: 📈 Bullish Trend (+13.0%) Confidence: 92.7% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 30 periods in chart (90d ROC≈8%) 📅 Days until EOY 2025: 189 days | EOY Target: 15.9K (+13.0%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== IBEX - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 1.93% Rounded target for matching: 2% Similar historical periods found: 502 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 502 56.4% 0.38% 0.28% 2.91% 0.03% 0.54% -8.90% 14.77% 14 days 502 53.2% 0.30% 0.30% 4.22% -0.07% 0.67% -13.54% 20.07% 30 days 502 48.6% -0.18% -0.14% 6.79% -0.73% 0.46% -34.81% 20.75% 90 days 498 53.8% 1.29% 0.20% 12.61% -0.91% 1.31% -33.20% 53.28% 180 days 490 63.7% 5.64% 4.30% 17.15% 2.78% 5.82% -39.07% 62.81% 365 days 472 54.0% 4.24% 8.70% 29.13% 6.07% 11.34% -50.57% 128.11% ======================================================================================================================== IBEX - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 8.49% Rounded target for matching: 8% Similar historical periods found: 226 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 226 52.7% 0.14% -0.18% 2.66% -0.53% 0.17% -7.55% 6.77% 14 days 226 51.8% 0.25% -0.28% 3.93% -0.80% 0.23% -10.94% 14.68% 30 days 226 54.4% 0.37% 0.34% 5.97% -0.44% 1.12% -22.45% 16.60% 90 days 223 64.6% 4.60% 3.26% 10.89% 1.82% 4.70% -29.94% 41.35% 180 days 215 71.2% 8.57% 5.62% 14.91% 3.61% 7.62% -30.39% 52.06% 365 days 204 60.3% 10.63% 12.62% 31.88% 8.22% 17.03% -45.21% 117.86% ======================================================================================================================== Chart 3: ^GDAXI (R² = 0.9120)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: 23.6K (21.3K,-10% - 24.9K,+5%) +30d (1m): 23.6K,+0.0% (21.9K,-7% - 25.6K,+8%) +60d (2m): 24.3K,+2.7% (22.5K,-5% - 26.2K,+11%) +90d (3m): 24.9K,+5.4% (23.1K,-2% - 26.9K,+14%) +180d (6m): 26.9K,+13.9% (24.9K,+5% - 29.1K,+23%) +365d (1y): 31.6K,+33.8% (29.2K,+24% - 34.2K,+45%) +EOY (189d): 27.1K,+14.8% (25.1K,+6% - 29.3K,+24%) End-of-year outlook: 📈 Bullish Trend (+14.8%) Confidence: 91.2% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 37 periods in chart (90d ROC≈5%) 📅 Days until EOY 2025: 189 days | EOY Target: 27.1K (+14.8%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== GDAXI - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 0.01% Rounded target for matching: 0% Similar historical periods found: 579 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 579 55.8% 0.50% 0.22% 3.16% -0.04% 0.48% -17.35% 8.95% 14 days 579 59.8% 0.97% 0.66% 4.30% 0.31% 1.01% -21.74% 14.03% 30 days 579 63.9% 1.99% 1.17% 6.37% 0.65% 1.69% -32.70% 21.93% 90 days 575 63.3% 3.99% 2.82% 11.99% 1.84% 3.80% -33.21% 48.40% 180 days 568 64.1% 10.07% 7.10% 16.67% 5.73% 8.48% -43.59% 52.13% 365 days 546 72.0% 13.88% 12.54% 24.39% 10.49% 14.59% -48.30% 76.59% ======================================================================================================================== GDAXI - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 4.55% Rounded target for matching: 5% Similar historical periods found: 393 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 393 56.0% 0.32% 0.39% 2.87% 0.10% 0.67% -17.35% 9.63% 14 days 393 63.6% 0.95% 0.86% 4.15% 0.44% 1.27% -21.74% 13.41% 30 days 393 64.6% 1.77% 1.59% 6.18% 0.98% 2.21% -32.98% 18.53% 90 days 390 69.0% 5.71% 4.41% 12.32% 3.18% 5.63% -35.95% 45.41% 180 days 383 70.8% 11.99% 9.90% 16.63% 8.23% 11.57% -44.18% 63.60% 365 days 370 75.1% 15.29% 16.67% 24.78% 14.13% 19.20% -47.88% 100.15% ======================================================================================================================== Chart 4: ^GSPTSE (R² = 0.9069)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: 26.7K (24.9K,-7% - 27.9K,+5%) +30d (1m): 26.9K,+0.6% (25.4K,-5% - 28.5K,+6%) +60d (2m): 27.4K,+2.5% (25.8K,-3% - 29.0K,+9%) +90d (3m): 27.9K,+4.4% (26.3K,-1% - 29.5K,+11%) +180d (6m): 29.5K,+10.4% (27.8K,+4% - 31.2K,+17%) +365d (1y): 33.1K,+23.9% (31.2K,+17% - 35.1K,+31%) +EOY (189d): 29.7K,+11.0% (28.0K,+5% - 31.4K,+18%) End-of-year outlook: 📈 Bullish Trend (+11.0%) Confidence: 90.7% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 29 periods in chart (90d ROC≈4%) 📅 Days until EOY 2025: 189 days | EOY Target: 29.7K (+11.0%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== GSPTSE - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 4.65% Rounded target for matching: 5% Similar historical periods found: 704 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 704 59.7% 0.36% 0.16% 1.90% 0.02% 0.30% -7.87% 5.72% 14 days 704 60.7% 0.66% 0.39% 2.86% 0.18% 0.61% -20.47% 9.09% 30 days 704 62.6% 1.25% 0.90% 4.48% 0.57% 1.23% -27.01% 15.92% 90 days 704 69.2% 3.94% 2.88% 8.10% 2.28% 3.48% -39.29% 30.81% 180 days 695 73.1% 6.24% 5.72% 12.85% 4.76% 6.68% -49.80% 62.93% 365 days 682 76.1% 12.57% 10.68% 17.75% 9.34% 12.01% -38.47% 78.75% ======================================================================================================================== GSPTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 3.97% Rounded target for matching: 4% Similar historical periods found: 515 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 515 61.6% 0.45% 0.26% 2.39% 0.05% 0.47% -21.78% 12.93% 14 days 515 61.2% 0.81% 0.50% 3.70% 0.18% 0.82% -26.07% 12.08% 30 days 515 63.7% 1.63% 1.09% 5.95% 0.57% 1.61% -33.07% 15.01% 90 days 515 59.2% 2.87% 2.73% 10.89% 1.78% 3.67% -39.16% 35.40% 180 days 515 68.5% 4.85% 5.76% 15.54% 4.41% 7.11% -40.55% 56.32% 365 days 493 74.6% 8.59% 10.88% 19.08% 9.19% 12.57% -41.36% 75.69% ======================================================================================================================== Chart 5: ^AXJO (R² = 0.8976)
📊 PRICE PROJECTIONS (Linear Regression - 42 days): Current: 8.6K (8.5K,-0% - 8.8K,+2%) +30d (1m): 9.0K,+5.8% (8.9K,+4% - 9.2K,+7%) +60d (2m): 9.5K,+10.9% (9.3K,+9% - 9.7K,+13%) +90d (3m): 9.9K,+16.3% (9.7K,+14% - 10.2K,+19%) +180d (6m): 11.5K,+34.0% (11.1K,+29% - 11.9K,+39%) +365d (1y): 15.3K,+79.4% (14.4K,+68% - 16.4K,+92%) +EOY (189d): 11.6K,+35.9% (11.2K,+31% - 12.1K,+41%) End-of-year outlook: 📈 Bullish Trend (+35.9%) Confidence: 89.8% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 5 periods in chart (90d ROC≈0%) 📅 Days until EOY 2025: 189 days | EOY Target: 11.6K (+35.9%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== AXJO - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 3.91% Rounded target for matching: 4% Similar historical periods found: 624 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 624 54.5% 0.17% 0.05% 1.88% -0.10% 0.20% -9.85% 5.84% 14 days 624 59.5% 0.58% 0.24% 2.94% 0.01% 0.47% -25.70% 8.86% 30 days 624 65.5% 1.28% 0.59% 4.49% 0.24% 0.95% -31.41% 10.05% 90 days 618 69.9% 2.69% 2.70% 6.67% 2.17% 3.22% -25.84% 26.05% 180 days 613 74.1% 5.66% 5.46% 9.85% 4.68% 6.24% -38.45% 29.69% 365 days 593 76.1% 10.70% 11.27% 14.50% 10.10% 12.44% -49.17% 38.74% ======================================================================================================================== AXJO - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 0.24% Rounded target for matching: 0% Similar historical periods found: 366 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 366 53.6% 0.18% -0.12% 2.41% -0.37% 0.13% -13.48% 6.97% 14 days 366 57.7% 0.35% 0.23% 3.26% -0.10% 0.57% -25.60% 10.45% 30 days 366 66.7% 1.31% 0.68% 4.29% 0.24% 1.12% -22.38% 12.06% 90 days 356 67.7% 2.52% 1.33% 7.19% 0.58% 2.08% -29.30% 15.15% 180 days 356 69.9% 3.11% 3.03% 8.50% 2.14% 3.91% -38.88% 25.09% 365 days 354 71.8% 8.84% 6.15% 13.12% 4.78% 7.52% -49.37% 32.34% ======================================================================================================================== Chart 6: ^BSESN (R² = 0.8681)
📊 PRICE PROJECTIONS (Linear Regression - 1008 days): Current: 82.1K (74.4K,-9% - 91.2K,+11%) +30d (1m): 83.5K,+1.8% (75.4K,-8% - 92.4K,+13%) +60d (2m): 84.7K,+3.2% (76.5K,-7% - 93.7K,+14%) +90d (3m): 85.8K,+4.6% (77.5K,-6% - 95.0K,+16%) +180d (6m): 89.4K,+9.0% (80.8K,-2% - 99.0K,+21%) +365d (1y): 97.3K,+18.6% (87.9K,+7% - 107.7K,+31%) +EOY (189d): 89.8K,+9.4% (81.1K,-1% - 99.4K,+21%) End-of-year outlook: 📈 Bullish Trend (+9.4%) Confidence: 86.8% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 51 periods in chart (90d ROC≈5%) 📅 Days until EOY 2025: 189 days | EOY Target: 89.8K (+9.4%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== BSESN - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 1.12% Rounded target for matching: 1% Similar historical periods found: 407 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 407 60.4% 0.84% 0.49% 3.02% 0.19% 0.78% -11.71% 10.18% 14 days 407 58.7% 1.02% 0.53% 4.97% 0.04% 1.01% -21.13% 18.62% 30 days 407 60.7% 1.89% 1.07% 7.40% 0.35% 1.79% -31.95% 23.12% 90 days 405 69.4% 6.01% 5.04% 11.70% 3.90% 6.18% -39.75% 53.26% 180 days 400 80.2% 8.60% 9.47% 15.16% 7.98% 10.96% -45.50% 70.41% 365 days 367 80.9% 17.98% 20.58% 26.85% 17.82% 23.33% -40.07% 104.88% ======================================================================================================================== BSESN - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 5.39% Rounded target for matching: 5% Similar historical periods found: 234 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 234 55.1% 0.33% 0.08% 3.28% -0.34% 0.50% -14.25% 11.94% 14 days 234 54.7% 0.93% 0.26% 4.95% -0.38% 0.89% -24.09% 20.35% 30 days 234 65.0% 1.76% 1.20% 7.43% 0.25% 2.16% -30.37% 34.98% 90 days 233 71.2% 3.88% 4.81% 11.63% 3.31% 6.32% -25.53% 71.42% 180 days 232 79.7% 9.77% 12.19% 18.63% 9.78% 14.60% -30.44% 90.71% 365 days 225 81.3% 18.46% 20.39% 25.26% 17.08% 23.71% -46.57% 109.43% ======================================================================================================================== Chart 7: IMOEX.ME (R² = 0.8635)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: 3.2K (3.2K,-2% - 4.1K,+28%) +30d (1m): 3.7K,+16.0% (3.3K,+2% - 4.3K,+32%) +60d (2m): 3.9K,+20.1% (3.4K,+5% - 4.4K,+37%) +90d (3m): 4.0K,+24.4% (3.5K,+9% - 4.6K,+42%) +180d (6m): 4.4K,+38.1% (3.9K,+21% - 5.1K,+58%) +365d (1y): 5.5K,+71.0% (4.8K,+50% - 6.3K,+96%) +EOY (189d): 4.5K,+39.5% (3.9K,+22% - 5.1K,+59%) End-of-year outlook: 📈 Bullish Trend (+39.5%) Confidence: 86.4% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 16 periods in chart (90d ROC≈0%) 📅 Days until EOY 2025: 189 days | EOY Target: 4.5K (+39.5%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== IMOEX - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -7.32% Rounded target for matching: -7% Similar historical periods found: 48 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 48 47.9% -0.14% -0.61% 6.07% -2.38% 1.15% -31.38% 7.68% 14 days 48 54.2% 0.58% -1.04% 7.98% -3.36% 1.28% -28.83% 10.47% 30 days 48 52.1% 1.20% -0.65% 10.49% -3.70% 2.40% -39.28% 16.89% 90 days 48 60.4% 2.58% -3.08% 19.13% -8.63% 2.47% -41.03% 26.98% 180 days 48 70.8% 7.14% 3.01% 22.76% -3.60% 9.62% -48.49% 37.87% 365 days 48 75.0% 24.05% 15.99% 23.01% 9.31% 22.67% -31.76% 61.80% ======================================================================================================================== IMOEX - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -0.32% Rounded target for matching: 0% Similar historical periods found: 83 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 83 65.1% 0.80% 0.49% 2.86% -0.13% 1.12% -12.98% 6.37% 14 days 83 56.6% 0.59% -0.13% 5.16% -1.26% 1.00% -17.84% 10.47% 30 days 83 61.4% 1.50% 0.73% 6.46% -0.68% 2.14% -15.48% 16.24% 90 days 81 84.0% 4.49% 4.72% 11.09% 2.27% 7.17% -40.89% 26.98% 180 days 76 86.8% 11.86% 11.56% 16.70% 7.75% 15.38% -47.75% 53.27% 365 days 76 92.1% 23.35% 23.28% 18.26% 19.11% 27.46% -26.48% 59.18% ======================================================================================================================== Chart 8: ^NSEI (R² = 0.8587)
📊 PRICE PROJECTIONS (Linear Regression - 1008 days): Current: 25.0K (22.4K,-11% - 28.0K,+12%) +30d (1m): 25.4K,+1.3% (22.7K,-9% - 28.4K,+13%) +60d (2m): 25.7K,+2.8% (23.0K,-8% - 28.8K,+15%) +90d (3m): 26.1K,+4.3% (23.4K,-7% - 29.2K,+17%) +180d (6m): 27.3K,+8.9% (24.4K,-3% - 30.5K,+22%) +365d (1y): 29.8K,+19.0% (26.7K,+6% - 33.3K,+33%) +EOY (189d): 27.4K,+9.4% (24.5K,-2% - 30.6K,+22%) End-of-year outlook: 📈 Bullish Trend (+9.4%) Confidence: 85.9% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 51 periods in chart (90d ROC≈6%) 📅 Days until EOY 2025: 189 days | EOY Target: 27.4K (+9.4%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== NSEI - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 1.90% Rounded target for matching: 2% Similar historical periods found: 371 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 371 57.4% 0.48% 0.26% 2.75% -0.02% 0.54% -7.76% 13.58% 14 days 371 59.6% 0.96% 0.52% 3.87% 0.12% 0.92% -11.61% 14.96% 30 days 371 61.2% 1.54% 0.89% 6.64% 0.22% 1.57% -41.28% 45.00% 90 days 368 65.5% 4.78% 3.36% 11.50% 2.18% 4.54% -35.82% 63.35% 180 days 364 76.4% 6.61% 7.31% 14.62% 5.80% 8.82% -44.32% 80.38% 365 days 324 82.1% 13.86% 16.66% 17.73% 14.72% 18.60% -28.47% 101.17% ======================================================================================================================== NSEI - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 6.30% Rounded target for matching: 6% Similar historical periods found: 139 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 139 54.7% 0.28% 0.12% 2.11% -0.23% 0.48% -6.59% 4.65% 14 days 139 53.2% 0.57% 0.10% 3.53% -0.49% 0.69% -12.79% 8.34% 30 days 139 63.3% 1.65% 0.09% 6.92% -1.07% 1.25% -37.30% 13.58% 90 days 139 74.8% 3.44% 4.16% 8.23% 2.78% 5.54% -23.14% 23.85% 180 days 138 84.8% 9.03% 9.08% 12.06% 7.05% 11.11% -49.70% 39.06% 365 days 130 82.3% 16.31% 14.65% 14.32% 12.16% 17.13% -27.37% 41.78% ======================================================================================================================== Chart 9: ^BVSP (R² = 0.8585)
📊 PRICE PROJECTIONS (Linear Regression - 126 days): Current: 137.2K (134.7K,-2% - 145.1K,+6%) +30d (1m): 145.1K,+5.8% (139.8K,+2% - 150.7K,+10%) +60d (2m): 150.7K,+9.9% (145.0K,+6% - 156.6K,+14%) +90d (3m): 156.4K,+14.1% (150.4K,+10% - 162.7K,+19%) +180d (6m): 175.1K,+27.6% (167.8K,+22% - 182.7K,+33%) +365d (1y): 220.7K,+60.9% (209.3K,+53% - 232.7K,+70%) +EOY (189d): 177.1K,+29.1% (169.6K,+24% - 184.9K,+35%) End-of-year outlook: 📈 Bullish Trend (+29.1%) Confidence: 85.8% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈9%) 📅 Days until EOY 2025: 189 days | EOY Target: 177.1K (+29.1%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== BVSP - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 0.44% Rounded target for matching: 0% Similar historical periods found: 332 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 332 59.6% 0.76% 0.73% 4.28% 0.27% 1.19% -11.25% 25.96% 14 days 332 54.5% 0.50% 1.06% 7.15% 0.28% 1.83% -37.71% 65.25% 30 days 332 53.9% 1.41% 2.25% 11.82% 0.98% 3.53% -44.81% 119.97% 90 days 327 63.6% 4.48% 6.83% 22.35% 4.40% 9.26% -49.53% 271.89% 180 days 325 61.8% 6.12% 11.93% 28.11% 8.87% 15.00% -40.29% 166.16% 365 days 303 67.7% 13.29% 19.83% 36.42% 15.72% 23.95% -40.28% 191.22% ======================================================================================================================== BVSP - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 9.23% Rounded target for matching: 9% Similar historical periods found: 165 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 165 56.4% 0.44% 0.71% 3.70% 0.14% 1.28% -16.34% 9.54% 14 days 165 55.2% 0.85% 1.50% 6.09% 0.57% 2.44% -24.45% 14.28% 30 days 165 57.6% 1.54% 1.75% 10.19% 0.18% 3.31% -41.64% 33.40% 90 days 164 53.7% 3.61% 3.92% 16.07% 1.45% 6.40% -40.49% 51.78% 180 days 161 62.7% 4.54% 10.20% 27.19% 5.97% 14.43% -37.14% 92.19% 365 days 151 64.9% 10.76% 20.66% 40.66% 14.12% 27.19% -38.94% 178.82% ======================================================================================================================== Chart 10: ^HSI (R² = 0.8330)
📊 PRICE PROJECTIONS (Linear Regression - 378 days): Current: 24.2K (21.2K,-12% - 26.3K,+9%) +30d (1m): 24.4K,+0.9% (21.9K,-9% - 27.2K,+12%) +60d (2m): 25.2K,+4.3% (22.6K,-6% - 28.1K,+16%) +90d (3m): 26.1K,+7.8% (23.4K,-3% - 29.0K,+20%) +180d (6m): 28.8K,+19.2% (25.9K,+7% - 32.1K,+33%) +365d (1y): 35.4K,+46.3% (31.7K,+31% - 39.5K,+63%) +EOY (189d): 29.1K,+20.4% (26.1K,+8% - 32.4K,+34%) End-of-year outlook: 📈 Bullish Trend (+20.4%) Confidence: 83.3% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 18 periods in chart (90d ROC≈14%) 📅 Days until EOY 2025: 189 days | EOY Target: 29.1K (+20.4%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== HSI - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 4.63% Rounded target for matching: 5% Similar historical periods found: 445 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 445 51.7% 0.12% 0.18% 4.33% -0.23% 0.58% -42.66% 11.82% 14 days 445 54.2% 0.71% 0.41% 5.61% -0.11% 0.94% -46.63% 13.86% 30 days 445 61.1% 1.57% 1.20% 7.85% 0.47% 1.93% -45.15% 31.78% 90 days 445 62.9% 4.21% 3.86% 13.57% 2.60% 5.13% -40.52% 64.94% 180 days 442 67.0% 7.14% 7.56% 18.26% 5.85% 9.27% -43.52% 76.60% 365 days 438 66.2% 7.85% 12.40% 27.97% 9.77% 15.03% -46.05% 124.37% ======================================================================================================================== HSI - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 13.53% Rounded target for matching: 14% Similar historical periods found: 200 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 200 58.5% 0.72% 0.32% 3.61% -0.18% 0.82% -19.02% 9.08% 14 days 200 56.0% 0.83% 0.58% 5.35% -0.16% 1.33% -27.89% 16.13% 30 days 200 60.0% 1.78% 1.58% 7.16% 0.58% 2.58% -26.35% 25.79% 90 days 195 57.4% 2.49% 2.30% 12.28% 0.56% 4.03% -35.18% 44.19% 180 days 186 68.3% 10.14% 7.93% 17.05% 5.47% 10.40% -40.66% 48.93% 365 days 182 65.9% 10.67% 13.57% 27.78% 9.50% 17.63% -45.45% 90.57% ======================================================================================================================== Chart 11: ^IXIC (R² = 0.8256)
📊 PRICE PROJECTIONS (Linear Regression - 42 days): Current: 19.9K (19.4K,-3% - 20.9K,+5%) +30d (1m): 22.2K,+11.5% (21.2K,+7% - 23.2K,+17%) +60d (2m): 24.5K,+23.0% (23.2K,+17% - 25.8K,+30%) +90d (3m): 27.0K,+35.7% (25.3K,+27% - 28.8K,+45%) +180d (6m): 36.3K,+82.2% (32.8K,+65% - 40.1K,+102%) +365d (1y): 66.5K,+233.9% (55.3K,+178% - 80.0K,+302%) +EOY (189d): 37.4K,+87.6% (33.6K,+69% - 41.5K,+108%) End-of-year outlook: 📈 Bullish Trend (+87.6%) Confidence: 82.6% | Valuation: FAIR VALUE 📅 Days until EOY 2025: 189 days | EOY Target: 37.4K (+87.6%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== IXIC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 11.06% Rounded target for matching: 11% Similar historical periods found: 240 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 240 64.2% 0.91% 0.63% 3.14% 0.23% 1.03% -16.40% 10.83% 14 days 240 68.8% 1.82% 1.50% 4.06% 0.99% 2.02% -25.92% 14.46% 30 days 240 68.3% 4.19% 3.38% 6.93% 2.50% 4.26% -26.07% 25.95% 90 days 240 72.1% 5.13% 6.93% 13.76% 5.18% 8.68% -29.92% 49.96% 180 days 237 75.9% 12.20% 12.33% 18.41% 9.97% 14.68% -49.59% 72.68% 365 days 234 83.3% 25.33% 22.71% 25.75% 19.40% 26.03% -64.56% 103.97% ======================================================================================================================== IXIC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 1.34% Rounded target for matching: 1% Similar historical periods found: 463 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 463 65.0% 0.88% 0.65% 2.73% 0.40% 0.90% -14.49% 9.29% 14 days 463 67.4% 1.44% 1.02% 3.75% 0.68% 1.36% -14.34% 17.18% 30 days 463 69.5% 2.85% 1.81% 6.35% 1.23% 2.39% -31.60% 25.01% 90 days 462 75.1% 6.13% 5.47% 11.67% 4.40% 6.53% -35.52% 51.52% 180 days 462 76.2% 11.70% 10.74% 17.68% 9.13% 12.36% -44.98% 89.28% 365 days 462 83.5% 20.94% 21.31% 28.08% 18.74% 23.88% -56.49% 125.79% ======================================================================================================================== Chart 12: ^GSPC (R² = 0.8254)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: 6.1K (5.7K,-7% - 6.9K,+13%) +30d (1m): 6.4K,+4.8% (5.8K,-5% - 7.0K,+15%) +60d (2m): 6.5K,+7.0% (5.9K,-3% - 7.2K,+18%) +90d (3m): 6.7K,+9.3% (6.1K,-0% - 7.3K,+20%) +180d (6m): 7.1K,+16.6% (6.5K,+6% - 7.8K,+28%) +365d (1y): 8.1K,+33.0% (7.4K,+21% - 8.9K,+46%) +EOY (189d): 7.1K,+17.3% (6.5K,+7% - 7.9K,+29%) End-of-year outlook: 📈 Bullish Trend (+17.3%) Confidence: 82.5% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 8 periods in chart (90d ROC≈1%) 📅 Days until EOY 2025: 189 days | EOY Target: 7.1K (+17.3%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== GSPC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 7.64% Rounded target for matching: 8% Similar historical periods found: 702 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 702 59.4% 0.45% 0.17% 2.64% -0.03% 0.36% -20.74% 13.90% 14 days 702 61.0% 0.87% 0.42% 3.55% 0.16% 0.69% -19.25% 21.78% 30 days 702 63.7% 1.13% 0.94% 5.92% 0.50% 1.38% -28.63% 72.82% 90 days 702 69.9% 5.18% 3.42% 11.07% 2.60% 4.24% -49.02% 49.38% 180 days 701 71.2% 8.16% 6.33% 16.56% 5.10% 7.55% -49.22% 57.82% 365 days 697 65.4% 12.37% 10.47% 25.17% 8.60% 12.34% -69.61% 104.77% ======================================================================================================================== GSPC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 0.66% Rounded target for matching: 1% Similar historical periods found: 981 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 981 58.0% 0.42% 0.18% 2.35% 0.04% 0.33% -13.98% 6.71% 14 days 981 62.2% 0.97% 0.52% 3.50% 0.30% 0.74% -27.67% 19.65% 30 days 981 65.2% 1.68% 1.26% 5.03% 0.95% 1.58% -22.24% 17.72% 90 days 981 66.7% 3.87% 3.35% 8.93% 2.79% 3.91% -37.74% 48.92% 180 days 981 67.5% 6.07% 5.07% 14.33% 4.17% 5.97% -51.92% 48.17% 365 days 980 74.7% 11.13% 11.04% 21.17% 9.71% 12.36% -59.01% 80.17% ======================================================================================================================== Chart 13: ^FTSE (R² = 0.8243)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: 8.8K (8.4K,-4% - 9.2K,+5%) +30d (1m): 8.9K,+1.1% (8.5K,-3% - 9.3K,+6%) +60d (2m): 8.9K,+2.1% (8.5K,-2% - 9.4K,+7%) +90d (3m): 9.0K,+3.2% (8.6K,-1% - 9.5K,+8%) +180d (6m): 9.3K,+6.4% (8.9K,+2% - 9.8K,+11%) +365d (1y): 9.9K,+13.4% (9.5K,+8% - 10.4K,+19%) +EOY (189d): 9.3K,+6.7% (8.9K,+2% - 9.8K,+12%) End-of-year outlook: 📈 Bullish Trend (+6.7%) Confidence: 82.4% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 48 periods in chart (90d ROC≈-1%) 📅 Days until EOY 2025: 189 days | EOY Target: 9.3K (+6.7%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== FTSE - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 1.79% Rounded target for matching: 2% Similar historical periods found: 942 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 942 55.5% 0.31% 0.03% 2.26% -0.11% 0.18% -11.18% 6.85% 14 days 942 56.2% 0.41% 0.15% 3.06% -0.05% 0.34% -13.61% 11.87% 30 days 942 55.3% 0.38% 0.27% 4.52% -0.01% 0.56% -30.81% 13.31% 90 days 938 65.1% 1.97% 1.85% 7.91% 1.35% 2.36% -32.61% 29.30% 180 days 926 72.8% 4.95% 4.24% 11.47% 3.50% 4.98% -31.18% 46.47% 365 days 904 72.2% 9.15% 8.53% 16.69% 7.44% 9.62% -39.43% 67.75% ======================================================================================================================== FTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -0.55% Rounded target for matching: -1% Similar historical periods found: 505 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 505 51.1% 0.04% -0.10% 2.52% -0.32% 0.12% -10.36% 9.75% 14 days 505 51.3% 0.05% 0.15% 3.43% -0.15% 0.45% -11.77% 10.96% 30 days 505 56.8% 0.77% 0.21% 5.13% -0.24% 0.66% -20.91% 18.24% 90 days 503 61.4% 2.43% 1.30% 10.01% 0.42% 2.18% -31.97% 27.02% 180 days 485 67.0% 4.88% 3.86% 14.90% 2.53% 5.19% -36.13% 49.85% 365 days 473 61.5% 5.97% 5.44% 18.22% 3.79% 7.09% -43.20% 53.22% ======================================================================================================================== Chart 14: ^RUI (R² = 0.8227)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: 3.3K (3.1K,-7% - 3.8K,+13%) +30d (1m): 3.5K,+4.7% (3.2K,-5% - 3.8K,+15%) +60d (2m): 3.6K,+6.9% (3.2K,-3% - 3.9K,+18%) +90d (3m): 3.6K,+9.2% (3.3K,-1% - 4.0K,+20%) +180d (6m): 3.9K,+16.4% (3.5K,+6% - 4.3K,+28%) +365d (1y): 4.4K,+32.7% (4.0K,+21% - 4.9K,+46%) +EOY (189d): 3.9K,+17.2% (3.6K,+7% - 4.3K,+29%) End-of-year outlook: 📈 Bullish Trend (+17.2%) Confidence: 82.3% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 17 periods in chart (90d ROC≈0%) 📅 Days until EOY 2025: 189 days | EOY Target: 3.9K (+17.2%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== RUI - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 7.56% Rounded target for matching: 8% Similar historical periods found: 198 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 198 59.6% 0.61% 0.01% 2.34% -0.32% 0.34% -11.46% 6.51% 14 days 198 59.6% 0.57% 0.34% 3.07% -0.09% 0.77% -8.33% 7.24% 30 days 198 57.1% 0.57% 0.43% 4.51% -0.20% 1.06% -18.19% 9.18% 90 days 198 69.7% 4.45% 3.56% 7.23% 2.54% 4.57% -19.68% 20.01% 180 days 198 80.8% 9.16% 8.22% 12.34% 6.49% 9.95% -38.02% 37.04% 365 days 196 80.1% 20.53% 15.69% 19.16% 12.99% 18.39% -32.60% 59.17% ======================================================================================================================== RUI - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 0.38% Rounded target for matching: 0% Similar historical periods found: 321 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 321 55.8% 0.32% 0.00% 2.86% -0.31% 0.32% -17.86% 7.36% 14 days 321 62.6% 1.01% 0.17% 3.96% -0.26% 0.61% -26.30% 9.62% 30 days 321 59.8% 1.53% 0.44% 5.30% -0.15% 1.02% -12.74% 11.84% 90 days 318 69.5% 5.21% 3.88% 9.26% 2.85% 4.90% -31.41% 24.39% 180 days 318 66.0% 7.89% 6.28% 13.92% 4.75% 7.82% -41.96% 34.37% 365 days 318 81.8% 14.98% 12.65% 22.47% 10.17% 15.13% -55.42% 56.01% ======================================================================================================================== Chart 15: ^DJI (R² = 0.7830)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: 43.1K (41.3K,-4% - 48.4K,+12%) +30d (1m): 45.4K,+5.4% (41.9K,-3% - 49.2K,+14%) +60d (2m): 46.1K,+7.1% (42.6K,-1% - 50.0K,+16%) +90d (3m): 46.9K,+8.8% (43.3K,+0% - 50.8K,+18%) +180d (6m): 49.1K,+14.0% (45.4K,+5% - 53.2K,+24%) +365d (1y): 54.2K,+25.7% (50.0K,+16% - 58.7K,+36%) +EOY (189d): 49.4K,+14.6% (45.6K,+6% - 53.5K,+24%) End-of-year outlook: 📈 Bullish Trend (+14.6%) Confidence: 78.3% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-3%) 📅 Days until EOY 2025: 189 days | EOY Target: 49.4K (+14.6%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== DJI - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 4.46% Rounded target for matching: 4% Similar historical periods found: 742 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 742 58.1% 0.36% 0.16% 1.91% 0.03% 0.30% -9.07% 6.57% 14 days 742 58.4% 0.63% 0.18% 2.80% -0.02% 0.38% -14.12% 9.10% 30 days 742 60.2% 1.27% 0.80% 4.35% 0.49% 1.12% -23.68% 13.27% 90 days 740 67.4% 2.75% 2.90% 7.57% 2.36% 3.45% -26.66% 21.17% 180 days 720 75.1% 7.03% 6.91% 10.75% 6.12% 7.69% -37.62% 33.99% 365 days 698 85.4% 16.29% 15.28% 16.85% 14.02% 16.53% -52.48% 50.41% ======================================================================================================================== DJI - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -2.88% Rounded target for matching: -3% Similar historical periods found: 312 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 312 61.5% 0.80% 0.24% 3.15% -0.11% 0.59% -22.71% 8.01% 14 days 312 68.3% 1.25% 0.65% 4.17% 0.19% 1.12% -28.26% 9.00% 30 days 312 57.7% 1.27% 0.98% 4.55% 0.48% 1.49% -14.88% 13.05% 90 days 307 76.2% 2.97% 3.57% 7.31% 2.75% 4.39% -26.94% 21.10% 180 days 307 76.5% 5.67% 5.03% 11.74% 3.71% 6.35% -41.56% 34.52% 365 days 306 76.1% 17.52% 13.81% 18.60% 11.72% 15.90% -39.75% 55.98% ======================================================================================================================== ======================================================================================================================== 🟢 TOP 1 INDICES INSTRUMENTS - UNDERVALUED OPPORTUNITIES ======================================================================================================================== Rank Symbol Under% R² Growth% Price Upside% Window ------------------------------------------------------------------------------------------------------------------------ 1 IMOEX.ME 10.8% 0.863544 33.9% 3.2K 12.1% 504 d 📊 DISPLAYING ALL 1 UNDERVALUED INDICES OPPORTUNITY CHARTS: -------------------------------------------------------------------------------- Chart 1: IMOEX.ME (Undervalued by 10.8%)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: 3.2K (3.2K,-2% - 4.1K,+28%) +30d (1m): 3.7K,+16.0% (3.3K,+2% - 4.3K,+32%) +60d (2m): 3.9K,+20.1% (3.4K,+5% - 4.4K,+37%) +90d (3m): 4.0K,+24.4% (3.5K,+9% - 4.6K,+42%) +180d (6m): 4.4K,+38.1% (3.9K,+21% - 5.1K,+58%) +365d (1y): 5.5K,+71.0% (4.8K,+50% - 6.3K,+96%) +EOY (189d): 4.5K,+39.5% (3.9K,+22% - 5.1K,+59%) End-of-year outlook: 📈 Bullish Trend (+39.5%) Confidence: 86.4% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 16 periods in chart (90d ROC≈0%) 📅 Days until EOY 2025: 189 days | EOY Target: 4.5K (+39.5%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== IMOEX - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -7.32% Rounded target for matching: -7% Similar historical periods found: 48 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 48 47.9% -0.14% -0.61% 6.07% -2.38% 1.15% -31.38% 7.68% 14 days 48 54.2% 0.58% -1.04% 7.98% -3.36% 1.28% -28.83% 10.47% 30 days 48 52.1% 1.20% -0.65% 10.49% -3.70% 2.40% -39.28% 16.89% 90 days 48 60.4% 2.58% -3.08% 19.13% -8.63% 2.47% -41.03% 26.98% 180 days 48 70.8% 7.14% 3.01% 22.76% -3.60% 9.62% -48.49% 37.87% 365 days 48 75.0% 24.05% 15.99% 23.01% 9.31% 22.67% -31.76% 61.80% ======================================================================================================================== IMOEX - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -0.32% Rounded target for matching: 0% Similar historical periods found: 83 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 83 65.1% 0.80% 0.49% 2.86% -0.13% 1.12% -12.98% 6.37% 14 days 83 56.6% 0.59% -0.13% 5.16% -1.26% 1.00% -17.84% 10.47% 30 days 83 61.4% 1.50% 0.73% 6.46% -0.68% 2.14% -15.48% 16.24% 90 days 81 84.0% 4.49% 4.72% 11.09% 2.27% 7.17% -40.89% 26.98% 180 days 76 86.8% 11.86% 11.56% 16.70% 7.75% 15.38% -47.75% 53.27% 365 days 76 92.1% 23.35% 23.28% 18.26% 19.11% 27.46% -26.48% 59.18% ======================================================================================================================== INDICES STATISTICS: ------------------------------------------------------------ Total indices instruments analyzed: 22 Average R-squared: 0.8032 Best R-squared: 0.967328 Average annual growth: 56.4% Valuation breakdown: 🟡 FAIR_VALUE: 17 (77.3%) - Hold/Monitor 🟢 UNDERVALUED: 1 (4.5%) - Buy Opportunities Optimal window distribution: 21 days (~1m): 2 instruments (9.1%) 42 days (~2m): 4 instruments (18.2%) 126 days (~6m): 1 instruments (4.5%) 378 days (~18m): 1 instruments (4.5%) 504 days (~24m): 11 instruments (50.0%) 📊 INDICES TRADING SUMMARY: 🟢 High-quality undervalued opportunities: 1 🔴 High-quality overvalued warnings: 0 📈 Top trend performers displayed: 15 💡 Consider buying undervalued indicess with strong trends ======================================================================================================================== 🔥 TOP 15 STOCK INSTRUMENTS - BEST TREND ANALYSIS ======================================================================================================================== Rank Symbol R² Window Growth% Price Valuation Deviation% ------------------------------------------------------------------------------------------------------------------------ 1 T 0.962116 504 d 52.3% $28.28 🟡 FAIR 0.8% 2 NFLX 0.945242 504 d 76.0% $1.3K 🔴 OVER 11.3% 3 PM 0.943500 378 d 69.7% $184.49 🟡 FAIR 6.3% 4 MSFT 0.939956 21 d 136.0% $490.11 🟡 FAIR 0.8% 5 TMUS 0.936086 504 d 46.2% $229.82 🟢 UNDER -13.6% 6 PLTR 0.935159 252 d 521.0% $143.23 🟡 FAIR -6.4% 7 BRK-B 0.934598 504 d 25.5% $493.48 🟡 FAIR -6.3% 8 JPM 0.934499 504 d 44.2% $281.26 🟡 FAIR 0.8% 9 IBM 0.932812 504 d 47.1% $293.79 🟡 FAIR 8.6% 10 LLY 0.927813 1008d 50.4% $778.08 🟢 UNDER -25.1% 11 WMT 0.927722 504 d 50.3% $98.00 🟡 FAIR -4.8% 12 RTX 0.927663 42 d 185.2% $141.85 🟡 FAIR -3.2% 13 MRK 0.926305 252 d -39.0% $80.32 🟡 FAIR 6.2% 14 COST 0.922531 504 d 46.9% $1.0K 🟢 UNDER -11.0% 15 GE 0.908939 504 d 72.8% $248.75 🟡 FAIR 1.1% 📊 DISPLAYING ALL 15 STOCK TREND LEADER CHARTS: -------------------------------------------------------------------------------- Chart 1: T (R² = 0.9621)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $28.28 ($25.52,-10% - $30.87,+9%) +30d (1m): $29.51,+4.3% ($26.83,-5% - $32.46,+15%) +60d (2m): $31.03,+9.7% ($28.21,-0% - $34.13,+21%) +90d (3m): $32.62,+15.3% ($29.65,+5% - $35.88,+27%) +180d (6m): $37.91,+34.1% ($34.45,+22% - $41.72,+48%) +365d (1y): $51.63,+82.6% ($46.89,+66% - $56.87,+101%) +EOY (189d): $38.48,+36.1% ($34.97,+24% - $42.35,+50%) End-of-year outlook: 📈 Bullish Trend (+36.1%) Confidence: 96.2% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 16 periods in chart (90d ROC≈13%) 📅 Days until EOY 2025: 189 days | EOY Target: $38.48 (+36.1%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== T - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 1.58% Rounded target for matching: 2% Similar historical periods found: 668 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 668 57.8% 0.67% 0.56% 3.65% 0.28% 0.83% -12.93% 15.54% 14 days 668 57.2% 1.05% 0.96% 4.91% 0.58% 1.33% -14.43% 19.91% 30 days 668 62.9% 2.16% 1.79% 6.88% 1.26% 2.31% -28.98% 30.74% 90 days 668 68.4% 5.77% 5.72% 11.79% 4.83% 6.62% -39.56% 36.25% 180 days 661 74.7% 11.62% 11.60% 18.08% 10.22% 12.98% -46.55% 50.74% 365 days 648 80.2% 22.28% 23.64% 29.00% 21.41% 25.88% -50.71% 105.32% ======================================================================================================================== T - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 12.70% Rounded target for matching: 13% Similar historical periods found: 319 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 319 59.2% 0.95% 0.61% 3.00% 0.28% 0.94% -10.85% 8.40% 14 days 319 61.1% 1.76% 1.14% 4.50% 0.64% 1.63% -12.31% 12.18% 30 days 319 65.2% 3.36% 2.42% 6.45% 1.71% 3.13% -25.00% 21.43% 90 days 318 68.2% 7.96% 6.54% 12.02% 5.21% 7.86% -32.08% 33.93% 180 days 316 74.1% 12.23% 12.89% 18.32% 10.86% 14.91% -36.33% 56.16% 365 days 306 80.1% 18.21% 23.60% 27.06% 20.55% 26.64% -56.16% 101.67% ======================================================================================================================== Chart 2: NFLX (R² = 0.9452)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $1.3K ($984.58,-23% - $1.3K,+5%) +30d (1m): $1.2K,-3.9% ($1.1K,-18% - $1.4K,+12%) +60d (2m): $1.3K,+2.8% ($1.1K,-12% - $1.5K,+20%) +90d (3m): $1.4K,+10.0% ($1.2K,-6% - $1.6K,+28%) +180d (6m): $1.7K,+34.6% ($1.5K,+15% - $2.0K,+57%) +365d (1y): $2.6K,+103.9% ($2.2K,+74% - $3.1K,+139%) +EOY (189d): $1.8K,+37.4% ($1.5K,+18% - $2.1K,+61%) End-of-year outlook: 📈 Bullish Trend (+37.4%) Confidence: 94.5% | Valuation: OVERVALUED 🎯 Historical pattern matches: 5 periods in chart (90d ROC≈25%) 📅 Days until EOY 2025: 189 days | EOY Target: $1.8K (+37.4%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== NFLX - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 12.18% Rounded target for matching: 12% Similar historical periods found: 124 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 124 54.0% 0.43% 0.54% 8.60% -0.99% 2.06% -43.73% 22.96% 14 days 124 53.2% 0.86% 0.76% 10.32% -1.08% 2.59% -44.81% 27.30% 30 days 124 60.5% 5.81% 5.43% 18.08% 2.22% 8.65% -36.77% 99.21% 90 days 124 66.1% 16.57% 13.52% 40.27% 6.36% 20.68% -68.47% 167.86% 180 days 119 72.3% 35.43% 38.25% 73.50% 24.91% 51.59% -71.56% 339.28% 365 days 113 70.8% 59.82% 83.16% 127.68% 59.36% 106.96% -76.59% 636.27% ======================================================================================================================== NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 24.51% Rounded target for matching: 25% Similar historical periods found: 60 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 60 58.3% 1.67% 1.87% 9.08% -0.47% 4.22% -15.00% 29.17% 14 days 60 56.7% 2.86% 3.75% 12.36% 0.56% 6.94% -20.20% 34.29% 30 days 60 55.0% 2.81% 6.52% 17.91% 1.89% 11.14% -24.33% 57.66% 90 days 58 69.0% 14.15% 13.04% 40.67% 2.35% 23.74% -74.83% 108.38% 180 days 58 55.2% 14.90% 24.24% 75.10% 4.50% 43.99% -71.63% 225.82% 365 days 56 57.1% 41.77% 66.61% 131.39% 31.42% 101.79% -76.24% 411.43% ======================================================================================================================== Chart 3: PM (R² = 0.9435)
📊 PRICE PROJECTIONS (Linear Regression - 378 days): Current: $184.49 ($155.29,-16% - $193.81,+5%) +30d (1m): $184.76,+0.1% ($165.36,-10% - $206.44,+12%) +60d (2m): $196.77,+6.7% ($176.08,-5% - $219.90,+19%) +90d (3m): $209.56,+13.6% ($187.49,+2% - $234.24,+27%) +180d (6m): $253.14,+37.2% ($226.32,+23% - $283.14,+53%) +365d (1y): $373.26,+102.3% ($333.03,+81% - $418.34,+127%) +EOY (189d): $257.97,+39.8% ($230.61,+25% - $288.56,+56%) End-of-year outlook: 📈 Bullish Trend (+39.8%) Confidence: 94.3% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 11 periods in chart (90d ROC≈24%) 📅 Days until EOY 2025: 189 days | EOY Target: $257.97 (+39.8%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== PM - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 8.72% Rounded target for matching: 9% Similar historical periods found: 126 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 126 60.3% 0.62% 0.57% 2.84% 0.07% 1.07% -6.81% 8.54% 14 days 126 50.0% -0.04% 0.46% 3.52% -0.16% 1.08% -7.81% 8.82% 30 days 126 56.3% 1.08% 0.43% 6.11% -0.65% 1.51% -23.87% 14.33% 90 days 125 67.2% 4.22% 5.03% 11.38% 3.02% 7.05% -24.77% 27.28% 180 days 118 64.4% 6.74% 9.54% 15.97% 6.63% 12.45% -30.05% 58.42% 365 days 109 75.2% 22.34% 17.97% 21.73% 13.85% 22.10% -25.62% 66.16% ======================================================================================================================== PM - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 24.17% Rounded target for matching: 24% Similar historical periods found: 47 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 47 68.1% 1.25% 1.30% 2.33% 0.61% 1.98% -3.40% 6.48% 14 days 47 66.0% 1.53% 1.48% 3.90% 0.34% 2.63% -9.48% 9.02% 30 days 47 70.2% 4.66% 3.84% 6.14% 2.04% 5.65% -9.85% 15.21% 90 days 45 80.0% 7.71% 7.27% 11.56% 3.80% 10.74% -19.58% 26.79% 180 days 41 75.6% 5.96% 11.38% 17.21% 5.94% 16.81% -11.07% 54.85% 365 days 36 80.6% 20.31% 16.43% 21.86% 9.03% 23.82% -20.47% 60.60% ======================================================================================================================== Chart 4: MSFT (R² = 0.9400)
📊 PRICE PROJECTIONS (Linear Regression - 21 days): Current: $490.11 ($480.71,-2% - $492.24,+0%) +30d (1m): $538.81,+9.9% ($528.51,+8% - $549.31,+12%) +60d (2m): $596.81,+21.8% ($579.34,+18% - $614.82,+25%) +90d (3m): $661.06,+34.9% ($634.57,+29% - $688.66,+41%) +180d (6m): $898.37,+83.3% ($832.97,+70% - $968.90,+98%) +365d (1y): $1.7K,+244.3% ($1.5K,+197% - $2.0K,+299%) +EOY (189d): $926.35,+89.0% ($855.91,+75% - $1.0K,+105%) End-of-year outlook: 📈 Bullish Trend (+89.0%) Confidence: 94.0% | Valuation: FAIR VALUE 📅 Days until EOY 2025: 189 days | EOY Target: $926.35 (+89.0%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== MSFT - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 11.92% Rounded target for matching: 12% Similar historical periods found: 215 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 215 56.7% 0.59% 0.66% 5.72% -0.11% 1.43% -36.29% 21.47% 14 days 215 60.5% 2.12% 2.05% 8.23% 0.95% 3.16% -22.13% 36.13% 30 days 215 59.5% 3.09% 3.53% 11.32% 2.01% 5.05% -41.13% 50.26% 90 days 213 71.8% 9.28% 9.86% 20.54% 7.09% 12.64% -42.58% 164.92% 180 days 213 81.2% 18.11% 22.65% 30.20% 18.57% 26.73% -48.19% 149.47% 365 days 210 80.0% 38.23% 53.59% 67.21% 44.45% 62.73% -45.29% 351.97% ======================================================================================================================== MSFT - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 20.28% Rounded target for matching: 20% Similar historical periods found: 164 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 164 57.3% 0.77% 0.62% 4.64% -0.10% 1.33% -18.55% 16.45% 14 days 164 49.4% -0.07% 1.30% 7.27% 0.18% 2.43% -23.88% 27.37% 30 days 164 55.5% 1.75% 1.96% 10.82% 0.29% 3.63% -33.43% 36.00% 90 days 164 64.6% 7.26% 9.24% 18.72% 6.35% 12.13% -39.26% 97.35% 180 days 164 70.1% 20.62% 20.54% 32.90% 15.47% 25.62% -46.31% 153.64% 365 days 160 75.6% 36.97% 48.37% 60.22% 38.96% 57.77% -48.82% 228.51% ======================================================================================================================== Chart 5: TMUS (R² = 0.9361)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $229.82 ($237.54,+3% - $297.77,+30%) +30d (1m): $278.25,+21.1% ($248.50,+8% - $311.57,+36%) +60d (2m): $291.12,+26.7% ($259.97,+13% - $326.01,+42%) +90d (3m): $304.59,+32.5% ($271.96,+18% - $341.12,+48%) +180d (6m): $348.83,+51.8% ($311.35,+35% - $390.81,+70%) +365d (1y): $460.99,+100.6% ($411.05,+79% - $517.00,+125%) +EOY (189d): $353.59,+53.9% ($315.59,+37% - $396.17,+72%) End-of-year outlook: 📈 Bullish Trend (+53.9%) Confidence: 93.6% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-9%) 📅 Days until EOY 2025: 189 days | EOY Target: $353.59 (+53.9%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== TMUS - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -5.39% Rounded target for matching: -5% Similar historical periods found: 116 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 116 51.7% 0.18% 0.87% 5.23% -0.09% 1.84% -9.97% 24.78% 14 days 116 54.3% 0.75% 1.13% 8.83% -0.50% 2.75% -39.96% 26.51% 30 days 116 68.1% 3.85% 2.50% 12.95% 0.12% 4.88% -44.69% 50.08% 90 days 114 69.3% 7.04% 6.64% 19.75% 2.97% 10.30% -51.55% 64.96% 180 days 112 75.9% 14.73% 15.99% 26.37% 11.05% 20.93% -58.97% 97.34% 365 days 112 91.1% 38.43% 41.57% 41.44% 33.81% 49.33% -63.84% 175.80% ======================================================================================================================== TMUS - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -9.34% Rounded target for matching: -9% Similar historical periods found: 55 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 55 54.5% 0.46% 0.48% 7.36% -1.51% 2.47% -16.18% 22.52% 14 days 55 63.6% 2.34% 2.60% 8.46% 0.31% 4.88% -16.18% 25.87% 30 days 55 60.0% 1.07% -0.43% 12.67% -3.85% 3.00% -38.79% 25.17% 90 days 55 76.4% 9.43% 9.09% 17.85% 4.26% 13.91% -53.18% 48.55% 180 days 55 67.3% 21.13% 14.10% 31.47% 5.59% 22.60% -48.98% 79.72% 365 days 55 78.2% 39.22% 36.43% 51.22% 22.58% 50.27% -66.71% 122.02% ======================================================================================================================== Chart 6: PLTR (R² = 0.9352)
📊 PRICE PROJECTIONS (Linear Regression - 252 days): Current: $143.23 ($116.11,-19% - $201.47,+41%) +30d (1m): $190.09,+32.7% ($144.19,+1% - $250.60,+75%) +60d (2m): $236.25,+64.9% ($179.01,+25% - $311.78,+118%) +90d (3m): $293.62,+105.0% ($222.21,+55% - $387.96,+171%) +180d (6m): $563.66,+293.5% ($424.60,+196% - $748.27,+422%) +365d (1y): $2.2K,+1403.8% ($1.6K,+1017% - $2.9K,+1925%) +EOY (189d): $601.64,+320.1% ($452.96,+216% - $799.13,+458%) End-of-year outlook: 📈 Bullish Trend (+320.1%) Confidence: 93.5% | Valuation: FAIR VALUE 📅 Days until EOY 2025: 189 days | EOY Target: $601.64 (+320.1%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== PLTR - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 22.11% Rounded target for matching: 22% Similar historical periods found: 13 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 13 46.2% -0.96% -1.42% 6.70% -5.47% 2.63% -16.96% 7.82% 14 days 13 46.2% -3.30% 1.06% 17.23% -9.35% 11.47% -17.47% 40.53% 30 days 13 46.2% -0.98% 11.99% 29.60% -5.90% 29.88% -24.50% 68.75% 90 days 13 69.2% 19.22% 43.01% 80.83% -5.84% 91.85% -53.75% 220.44% 180 days 10 60.0% 33.05% 35.60% 102.11% -37.45% 108.65% -69.93% 280.95% 365 days 9 55.6% 222.15% 191.95% 252.63% -2.24% 386.14% -71.57% 625.10% ======================================================================================================================== PLTR - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 22.01% Rounded target for matching: 22% Similar historical periods found: 12 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 12 41.7% -3.44% 0.24% 8.92% -5.42% 5.91% -12.05% 20.40% 14 days 12 16.7% -7.02% -6.02% 7.48% -10.77% -1.27% -17.47% 8.72% 30 days 12 50.0% 3.28% 10.00% 26.21% -6.66% 26.65% -21.47% 67.16% 90 days 12 83.3% 30.46% 32.46% 32.94% 11.52% 53.39% -43.40% 69.67% 180 days 12 83.3% 53.30% 71.21% 86.84% 16.03% 126.38% -66.40% 252.52% 365 days 10 80.0% 424.86% 332.30% 209.76% 182.25% 482.35% -68.68% 545.77% ======================================================================================================================== Chart 7: BRK-B (R² = 0.9346)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $493.48 ($491.61,-0% - $563.69,+14%) +30d (1m): $540.85,+9.6% ($505.05,+2% - $579.17,+17%) +60d (2m): $555.67,+12.6% ($518.87,+5% - $595.08,+21%) +90d (3m): $570.90,+15.7% ($533.05,+8% - $611.42,+24%) +180d (6m): $619.13,+25.5% ($577.96,+17% - $663.23,+34%) +365d (1y): $731.46,+48.2% ($682.40,+38% - $784.04,+59%) +EOY (189d): $624.17,+26.5% ($582.65,+18% - $668.65,+35%) End-of-year outlook: 📈 Bullish Trend (+26.5%) Confidence: 93.5% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 15 periods in chart (90d ROC≈5%) 📅 Days until EOY 2025: 189 days | EOY Target: $624.17 (+26.5%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== BRK-B - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -3.94% Rounded target for matching: -4% Similar historical periods found: 282 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 282 55.3% 0.20% 0.21% 3.45% -0.20% 0.61% -13.41% 18.94% 14 days 282 55.0% 0.44% 0.61% 4.54% 0.08% 1.14% -18.47% 16.39% 30 days 282 66.0% 2.44% 2.48% 6.43% 1.73% 3.24% -22.91% 21.03% 90 days 280 72.5% 5.57% 5.69% 11.01% 4.40% 6.99% -36.85% 52.60% 180 days 275 75.6% 7.88% 9.12% 16.47% 7.17% 11.08% -39.24% 57.92% 365 days 274 84.3% 15.43% 19.54% 21.84% 16.94% 22.13% -36.17% 94.01% ======================================================================================================================== BRK-B - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 4.61% Rounded target for matching: 5% Similar historical periods found: 299 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 299 54.8% 0.41% 0.75% 2.97% 0.41% 1.08% -11.53% 12.62% 14 days 299 63.9% 0.93% 1.35% 3.58% 0.94% 1.75% -9.25% 15.29% 30 days 299 68.9% 2.00% 2.22% 4.94% 1.66% 2.78% -15.99% 19.95% 90 days 297 78.8% 5.08% 6.43% 10.14% 5.27% 7.59% -19.22% 54.28% 180 days 293 77.8% 13.37% 11.82% 14.77% 10.12% 13.51% -41.28% 71.00% 365 days 288 88.2% 22.91% 25.93% 29.00% 22.57% 29.30% -27.51% 138.95% ======================================================================================================================== Chart 8: JPM (R² = 0.9345)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $281.26 ($249.89,-11% - $311.64,+11%) +30d (1m): $291.50,+3.6% ($261.01,-7% - $325.55,+16%) +60d (2m): $304.48,+8.3% ($272.61,-3% - $340.08,+21%) +90d (3m): $318.05,+13.1% ($284.73,+1% - $355.27,+26%) +180d (6m): $362.49,+28.9% ($324.39,+15% - $405.05,+44%) +365d (1y): $474.28,+68.6% ($424.02,+51% - $530.50,+89%) +EOY (189d): $367.26,+30.6% ($328.65,+17% - $410.40,+46%) End-of-year outlook: 📈 Bullish Trend (+30.6%) Confidence: 93.4% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 20 periods in chart (90d ROC≈3%) 📅 Days until EOY 2025: 189 days | EOY Target: $367.26 (+30.6%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== JPM - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 11.13% Rounded target for matching: 11% Similar historical periods found: 291 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 291 54.0% 0.28% 0.29% 4.34% -0.21% 0.79% -13.70% 18.10% 14 days 291 54.3% 0.47% 0.47% 6.10% -0.23% 1.17% -17.72% 18.01% 30 days 291 52.9% 0.48% 0.82% 9.06% -0.23% 1.86% -33.13% 28.46% 90 days 290 64.1% 4.87% 5.98% 15.41% 4.20% 7.76% -42.58% 79.37% 180 days 288 71.5% 12.30% 13.20% 22.41% 10.60% 15.80% -45.00% 128.70% 365 days 278 71.6% 16.59% 23.32% 35.39% 19.14% 27.50% -69.00% 221.25% ======================================================================================================================== JPM - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 2.74% Rounded target for matching: 3% Similar historical periods found: 273 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 273 59.3% 1.16% 0.61% 4.45% 0.08% 1.14% -13.04% 13.40% 14 days 273 60.4% 1.21% 1.03% 5.56% 0.36% 1.69% -19.48% 18.09% 30 days 273 59.3% 2.27% 2.19% 9.19% 1.10% 3.29% -40.08% 43.90% 90 days 268 64.9% 5.45% 5.99% 18.45% 3.77% 8.21% -55.39% 74.42% 180 days 267 59.6% 6.48% 9.07% 24.24% 6.15% 12.00% -48.93% 75.82% 365 days 265 68.3% 12.66% 16.70% 30.87% 12.96% 20.43% -46.35% 109.77% ======================================================================================================================== Chart 9: IBM (R² = 0.9328)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $293.79 ($240.33,-18% - $304.28,+4%) +30d (1m): $283.14,-3.6% ($251.61,-14% - $318.62,+8%) +60d (2m): $296.45,+0.9% ($263.41,-10% - $333.64,+14%) +90d (3m): $310.39,+5.7% ($275.77,-6% - $349.36,+19%) +180d (6m): $356.28,+21.3% ($316.41,+8% - $401.16,+37%) +365d (1y): $473.00,+61.0% ($419.64,+43% - $533.15,+81%) +EOY (189d): $361.22,+23.0% ($320.79,+9% - $406.74,+38%) End-of-year outlook: 📈 Bullish Trend (+23.0%) Confidence: 93.3% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 10 periods in chart (90d ROC≈16%) 📅 Days until EOY 2025: 189 days | EOY Target: $361.22 (+23.0%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== IBM - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 17.89% Rounded target for matching: 18% Similar historical periods found: 102 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 102 52.0% 0.31% -0.03% 3.88% -0.79% 0.74% -11.76% 8.42% 14 days 102 56.9% 0.57% 0.12% 6.22% -1.10% 1.34% -16.21% 14.13% 30 days 102 59.8% 1.06% -0.67% 9.46% -2.53% 1.19% -30.97% 20.61% 90 days 97 68.0% 5.15% 4.99% 13.32% 2.30% 7.67% -31.10% 34.88% 180 days 95 77.9% 17.35% 15.29% 22.87% 10.63% 19.94% -42.10% 66.58% 365 days 92 79.3% 23.81% 28.66% 36.68% 21.06% 36.26% -50.67% 114.58% ======================================================================================================================== IBM - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 15.61% Rounded target for matching: 16% Similar historical periods found: 307 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 307 55.0% 0.69% 0.45% 3.73% 0.03% 0.87% -9.89% 16.17% 14 days 307 56.7% 0.65% 0.76% 5.00% 0.20% 1.32% -13.46% 13.81% 30 days 307 56.7% 0.92% 0.87% 7.59% 0.02% 1.73% -26.90% 21.65% 90 days 305 55.1% 1.32% 1.41% 13.78% -0.14% 2.96% -37.42% 43.50% 180 days 303 64.0% 5.94% 7.92% 22.73% 5.35% 10.48% -46.55% 96.17% 365 days 303 67.3% 14.24% 21.66% 36.80% 17.50% 25.82% -46.39% 118.93% ======================================================================================================================== Chart 10: LLY (R² = 0.9278)
📊 PRICE PROJECTIONS (Linear Regression - 1008 days): Current: $778.08 ($801.81,+3% - $1.3K,+73%) +30d (1m): $1.1K,+40.1% ($841.69,+8% - $1.4K,+81%) +60d (2m): $1.1K,+47.1% ($883.54,+14% - $1.5K,+90%) +90d (3m): $1.2K,+54.4% ($927.48,+19% - $1.6K,+100%) +180d (6m): $1.4K,+78.6% ($1.1K,+38% - $1.8K,+131%) +365d (1y): $1.9K,+141.0% ($1.4K,+86% - $2.4K,+212%) +EOY (189d): $1.4K,+81.2% ($1.1K,+40% - $1.8K,+135%) End-of-year outlook: 📈 Bullish Trend (+81.2%) Confidence: 92.8% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-11%) 📅 Days until EOY 2025: 189 days | EOY Target: $1.4K (+81.2%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== LLY - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 6.14% Rounded target for matching: 6% Similar historical periods found: 528 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 528 57.6% 0.83% 0.78% 3.95% 0.44% 1.12% -10.79% 15.63% 14 days 528 59.3% 1.34% 1.48% 5.54% 1.01% 1.95% -15.00% 17.24% 30 days 528 59.7% 2.10% 2.16% 8.06% 1.47% 2.85% -16.74% 38.07% 90 days 527 62.8% 4.16% 5.28% 13.66% 4.11% 6.45% -34.60% 46.95% 180 days 526 66.3% 8.46% 11.42% 22.12% 9.53% 13.32% -34.78% 79.65% 365 days 520 74.6% 19.98% 29.37% 43.17% 25.65% 33.09% -42.94% 159.48% ======================================================================================================================== LLY - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -10.53% Rounded target for matching: -11% Similar historical periods found: 187 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 187 54.0% 0.71% 1.05% 4.95% 0.33% 1.76% -12.01% 19.38% 14 days 187 56.7% 0.98% 1.57% 6.50% 0.64% 2.51% -22.39% 19.92% 30 days 187 56.1% 1.02% 1.65% 9.38% 0.30% 3.00% -24.27% 37.73% 90 days 186 71.5% 5.06% 6.03% 13.60% 4.06% 7.99% -22.96% 69.19% 180 days 181 62.4% 7.62% 11.16% 23.34% 7.73% 14.58% -35.07% 92.03% 365 days 181 65.7% 15.02% 20.65% 41.28% 14.59% 26.70% -31.83% 203.90% ======================================================================================================================== Chart 11: WMT (R² = 0.9277)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $98.00 ($90.42,-8% - $117.15,+20%) +30d (1m): $108.04,+10.2% ($94.90,-3% - $122.99,+25%) +60d (2m): $113.41,+15.7% ($99.61,+2% - $129.12,+32%) +90d (3m): $119.04,+21.5% ($104.55,+7% - $135.55,+38%) +180d (6m): $137.69,+40.5% ($120.88,+23% - $156.85,+60%) +365d (1y): $185.71,+89.5% ($162.84,+66% - $211.79,+116%) +EOY (189d): $139.71,+42.6% ($122.64,+25% - $159.16,+62%) End-of-year outlook: 📈 Bullish Trend (+42.6%) Confidence: 92.8% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-5%) 📅 Days until EOY 2025: 189 days | EOY Target: $139.71 (+42.6%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== WMT - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 1.32% Rounded target for matching: 1% Similar historical periods found: 659 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 659 52.5% 0.28% 0.33% 4.39% -0.00% 0.67% -24.84% 22.01% 14 days 659 53.6% 0.38% 0.65% 5.97% 0.19% 1.11% -22.16% 28.42% 30 days 659 61.8% 1.97% 2.20% 8.69% 1.53% 2.86% -33.67% 39.44% 90 days 658 64.4% 4.20% 6.07% 15.54% 4.88% 7.26% -54.00% 99.51% 180 days 657 73.1% 9.17% 13.56% 23.58% 11.75% 15.36% -43.84% 150.60% 365 days 647 75.9% 16.44% 34.14% 51.82% 30.14% 38.14% -52.55% 340.98% ======================================================================================================================== WMT - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -4.93% Rounded target for matching: -5% Similar historical periods found: 270 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 270 57.4% 0.71% 0.37% 4.34% -0.15% 0.89% -12.44% 12.96% 14 days 270 65.2% 1.39% 1.28% 5.16% 0.66% 1.90% -15.79% 21.52% 30 days 270 67.0% 3.14% 2.63% 7.76% 1.70% 3.56% -28.58% 40.28% 90 days 269 76.6% 6.82% 6.12% 13.85% 4.46% 7.79% -38.73% 54.87% 180 days 269 71.7% 9.34% 11.49% 20.78% 9.00% 13.99% -26.95% 145.23% 365 days 269 72.5% 13.46% 24.49% 42.44% 19.39% 29.58% -43.01% 267.73% ======================================================================================================================== Chart 12: RTX (R² = 0.9277)
📊 PRICE PROJECTIONS (Linear Regression - 42 days): Current: $141.85 ($142.29,+0% - $151.01,+6%) +30d (1m): $166.06,+17.1% ($160.49,+13% - $171.82,+21%) +60d (2m): $188.13,+32.6% ($180.58,+27% - $196.00,+38%) +90d (3m): $213.13,+50.2% ($202.87,+43% - $223.90,+58%) +180d (6m): $309.88,+118.5% ($286.59,+102% - $335.05,+136%) +365d (1y): $668.85,+371.5% ($579.98,+309% - $771.32,+444%) +EOY (189d): $321.70,+126.8% ($296.62,+109% - $348.89,+146%) End-of-year outlook: 📈 Bullish Trend (+126.8%) Confidence: 92.8% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈13%) 📅 Days until EOY 2025: 189 days | EOY Target: $321.70 (+126.8%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== RTX - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 10.81% Rounded target for matching: 11% Similar historical periods found: 392 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 392 51.3% 0.16% 0.25% 4.23% -0.17% 0.67% -15.56% 22.22% 14 days 392 50.3% 0.11% 0.20% 5.85% -0.38% 0.78% -21.09% 24.36% 30 days 392 54.6% 0.84% 1.58% 8.72% 0.71% 2.45% -18.70% 49.07% 90 days 391 62.4% 5.60% 5.00% 17.54% 3.26% 6.75% -41.56% 68.41% 180 days 389 61.7% 5.79% 9.54% 25.70% 6.98% 12.10% -44.42% 119.25% 365 days 380 71.1% 12.37% 18.29% 36.82% 14.57% 22.00% -58.30% 189.56% ======================================================================================================================== RTX - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 13.03% Rounded target for matching: 13% Similar historical periods found: 365 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 365 51.8% 0.22% 0.19% 3.63% -0.18% 0.57% -10.56% 13.69% 14 days 365 53.4% 0.34% 0.70% 5.32% 0.15% 1.25% -28.28% 16.36% 30 days 365 63.0% 1.98% 2.12% 8.25% 1.27% 2.97% -42.62% 23.02% 90 days 364 63.7% 4.52% 3.94% 16.19% 2.28% 5.61% -44.02% 63.82% 180 days 364 65.9% 9.81% 8.23% 20.97% 6.06% 10.39% -57.59% 102.80% 365 days 353 75.6% 15.77% 19.16% 31.27% 15.88% 22.43% -56.64% 174.20% ======================================================================================================================== Chart 13: MRK (R² = 0.9263)
📊 PRICE PROJECTIONS (Linear Regression - 252 days): Current: $80.32 ($69.81,-13% - $81.89,+2%) +30d (1m): $71.29,-11.2% ($65.81,-18% - $77.23,-4%) +60d (2m): $67.22,-16.3% ($62.03,-23% - $72.85,-9%) +90d (3m): $63.38,-21.1% ($58.47,-27% - $68.71,-14%) +180d (6m): $53.14,-33.8% ($48.95,-39% - $57.68,-28%) +365d (1y): $36.98,-54.0% ($33.93,-58% - $40.31,-50%) +EOY (189d): $52.21,-35.0% ($48.09,-40% - $56.68,-29%) End-of-year outlook: 📉 Bearish Trend (-35.0%) Confidence: 92.6% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-4%) 📅 Days until EOY 2025: 189 days | EOY Target: $52.21 (-35.0%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== MRK - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 6.78% Rounded target for matching: 7% Similar historical periods found: 692 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 692 48.6% -0.08% 0.01% 3.60% -0.26% 0.28% -16.16% 12.79% 14 days 692 51.0% 0.17% 0.17% 4.91% -0.19% 0.54% -19.43% 15.37% 30 days 692 56.1% 0.91% 0.90% 7.39% 0.34% 1.45% -25.06% 21.67% 90 days 688 64.0% 4.30% 4.59% 12.79% 3.63% 5.55% -35.33% 53.35% 180 days 688 69.8% 11.13% 11.45% 20.16% 9.94% 12.96% -41.37% 86.89% 365 days 685 74.0% 20.70% 25.49% 37.27% 22.70% 28.29% -55.23% 163.74% ======================================================================================================================== MRK - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -4.49% Rounded target for matching: -4% Similar historical periods found: 375 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 375 54.9% 0.64% 0.46% 4.34% 0.02% 0.90% -28.77% 14.56% 14 days 375 60.8% 1.36% 0.79% 6.09% 0.17% 1.41% -31.54% 15.28% 30 days 375 58.7% 1.93% 1.69% 8.78% 0.80% 2.58% -40.57% 20.07% 90 days 374 64.2% 4.90% 5.01% 13.39% 3.65% 6.37% -40.43% 31.14% 180 days 374 62.3% 8.33% 8.50% 20.12% 6.45% 10.54% -35.95% 58.93% 365 days 374 71.7% 21.65% 20.63% 33.79% 17.19% 24.06% -48.48% 128.95% ======================================================================================================================== Chart 14: COST (R² = 0.9225)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $1.0K ($991.65,-1% - $1.3K,+28%) +30d (1m): $1.2K,+17.6% ($1.0K,+4% - $1.3K,+34%) +60d (2m): $1.2K,+23.1% ($1.1K,+8% - $1.4K,+40%) +90d (3m): $1.3K,+28.9% ($1.1K,+14% - $1.5K,+46%) +180d (6m): $1.5K,+47.9% ($1.3K,+30% - $1.7K,+68%) +365d (1y): $2.0K,+96.1% ($1.7K,+72% - $2.2K,+123%) +EOY (189d): $1.5K,+49.9% ($1.3K,+32% - $1.7K,+70%) End-of-year outlook: 📈 Bullish Trend (+49.9%) Confidence: 92.3% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-6%) 📅 Days until EOY 2025: 189 days | EOY Target: $1.5K (+49.9%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== COST - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -0.61% Rounded target for matching: -1% Similar historical periods found: 467 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 467 55.7% 0.71% 0.52% 4.72% 0.09% 0.94% -32.81% 24.40% 14 days 467 57.4% 1.34% 0.94% 6.77% 0.33% 1.56% -35.01% 29.44% 30 days 467 60.0% 2.24% 2.19% 9.99% 1.28% 3.10% -36.92% 33.52% 90 days 466 71.5% 8.35% 7.30% 15.38% 5.90% 8.70% -42.70% 80.70% 180 days 455 77.4% 13.65% 13.78% 22.03% 11.75% 15.81% -45.36% 75.07% 365 days 449 81.5% 25.68% 30.36% 39.01% 26.74% 33.98% -51.26% 182.39% ======================================================================================================================== COST - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -5.81% Rounded target for matching: -6% Similar historical periods found: 175 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 175 61.1% 1.16% 0.67% 4.87% -0.06% 1.39% -24.93% 17.36% 14 days 175 59.4% 1.93% 1.06% 6.85% 0.04% 2.09% -27.10% 19.15% 30 days 175 64.6% 2.15% 2.51% 8.44% 1.25% 3.76% -22.90% 29.13% 90 days 174 73.6% 9.29% 9.08% 16.39% 6.63% 11.53% -40.82% 55.11% 180 days 174 75.9% 12.71% 12.76% 20.64% 9.67% 15.85% -31.01% 75.40% 365 days 174 83.9% 29.96% 29.83% 30.43% 25.27% 34.38% -31.01% 112.02% ======================================================================================================================== Chart 15: GE (R² = 0.9089)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $248.75 ($202.10,-19% - $299.77,+21%) +30d (1m): $262.69,+5.6% ($215.66,-13% - $319.98,+29%) +60d (2m): $280.37,+12.7% ($230.13,-7% - $341.56,+37%) +90d (3m): $299.23,+20.3% ($245.57,-1% - $364.61,+47%) +180d (6m): $363.77,+46.2% ($298.35,+20% - $443.54,+78%) +365d (1y): $543.49,+118.5% ($444.97,+79% - $663.83,+167%) +EOY (189d): $370.95,+49.1% ($304.21,+22% - $452.32,+82%) End-of-year outlook: 📈 Bullish Trend (+49.1%) Confidence: 90.9% | Valuation: FAIR VALUE 🎯 Historical pattern matches: 13 periods in chart (90d ROC≈19%) 📅 Days until EOY 2025: 189 days | EOY Target: $370.95 (+49.1%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== GE - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 15.72% Rounded target for matching: 16% Similar historical periods found: 139 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 139 51.8% 0.39% -0.00% 4.23% -0.71% 0.71% -12.52% 9.97% 14 days 139 49.6% 0.00% 0.04% 6.74% -1.09% 1.17% -22.10% 28.27% 30 days 139 46.8% -0.79% -0.07% 12.15% -2.11% 1.97% -49.60% 39.64% 90 days 137 65.7% 5.73% 6.17% 17.12% 3.28% 9.07% -45.85% 72.17% 180 days 135 68.1% 12.34% 13.05% 24.32% 8.91% 17.19% -42.81% 82.12% 365 days 132 74.2% 19.91% 27.60% 47.14% 19.49% 35.72% -50.70% 225.24% ======================================================================================================================== GE - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 18.88% Rounded target for matching: 19% Similar historical periods found: 223 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 223 52.9% 0.24% 0.04% 3.81% -0.46% 0.55% -13.71% 14.73% 14 days 223 48.4% -0.11% -0.20% 5.12% -0.88% 0.48% -18.88% 16.47% 30 days 223 48.9% -0.29% 0.10% 7.63% -0.91% 1.11% -26.81% 23.05% 90 days 223 58.3% 2.65% 2.83% 13.41% 1.06% 4.60% -30.96% 50.60% 180 days 217 63.1% 7.16% 8.55% 22.10% 5.60% 11.51% -36.02% 89.77% 365 days 215 69.3% 11.23% 17.48% 37.78% 12.41% 22.56% -58.84% 205.07% ======================================================================================================================== ======================================================================================================================== 🟢 TOP 4 STOCK INSTRUMENTS - UNDERVALUED OPPORTUNITIES ======================================================================================================================== Rank Symbol Under% R² Growth% Price Upside% Window ------------------------------------------------------------------------------------------------------------------------ 1 LLY 25.1% 0.927813 50.4% $778.08 33.4% 1008d 2 TMUS 13.6% 0.936086 46.2% $229.82 15.7% 504 d 3 ISRG 13.4% 0.853639 44.9% $523.08 15.5% 504 d 4 COST 11.0% 0.922531 46.9% $1.0K 12.4% 504 d 📊 DISPLAYING ALL 4 UNDERVALUED STOCK OPPORTUNITY CHARTS: -------------------------------------------------------------------------------- Chart 1: LLY (Undervalued by 25.1%)
📊 PRICE PROJECTIONS (Linear Regression - 1008 days): Current: $778.08 ($801.81,+3% - $1.3K,+73%) +30d (1m): $1.1K,+40.1% ($841.69,+8% - $1.4K,+81%) +60d (2m): $1.1K,+47.1% ($883.54,+14% - $1.5K,+90%) +90d (3m): $1.2K,+54.4% ($927.48,+19% - $1.6K,+100%) +180d (6m): $1.4K,+78.6% ($1.1K,+38% - $1.8K,+131%) +365d (1y): $1.9K,+141.0% ($1.4K,+86% - $2.4K,+212%) +EOY (189d): $1.4K,+81.2% ($1.1K,+40% - $1.8K,+135%) End-of-year outlook: 📈 Bullish Trend (+81.2%) Confidence: 92.8% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-11%) 📅 Days until EOY 2025: 189 days | EOY Target: $1.4K (+81.2%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== LLY - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 6.14% Rounded target for matching: 6% Similar historical periods found: 528 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 528 57.6% 0.83% 0.78% 3.95% 0.44% 1.12% -10.79% 15.63% 14 days 528 59.3% 1.34% 1.48% 5.54% 1.01% 1.95% -15.00% 17.24% 30 days 528 59.7% 2.10% 2.16% 8.06% 1.47% 2.85% -16.74% 38.07% 90 days 527 62.8% 4.16% 5.28% 13.66% 4.11% 6.45% -34.60% 46.95% 180 days 526 66.3% 8.46% 11.42% 22.12% 9.53% 13.32% -34.78% 79.65% 365 days 520 74.6% 19.98% 29.37% 43.17% 25.65% 33.09% -42.94% 159.48% ======================================================================================================================== LLY - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -10.53% Rounded target for matching: -11% Similar historical periods found: 187 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 187 54.0% 0.71% 1.05% 4.95% 0.33% 1.76% -12.01% 19.38% 14 days 187 56.7% 0.98% 1.57% 6.50% 0.64% 2.51% -22.39% 19.92% 30 days 187 56.1% 1.02% 1.65% 9.38% 0.30% 3.00% -24.27% 37.73% 90 days 186 71.5% 5.06% 6.03% 13.60% 4.06% 7.99% -22.96% 69.19% 180 days 181 62.4% 7.62% 11.16% 23.34% 7.73% 14.58% -35.07% 92.03% 365 days 181 65.7% 15.02% 20.65% 41.28% 14.59% 26.70% -31.83% 203.90% ======================================================================================================================== Chart 2: TMUS (Undervalued by 13.6%)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $229.82 ($237.54,+3% - $297.77,+30%) +30d (1m): $278.25,+21.1% ($248.50,+8% - $311.57,+36%) +60d (2m): $291.12,+26.7% ($259.97,+13% - $326.01,+42%) +90d (3m): $304.59,+32.5% ($271.96,+18% - $341.12,+48%) +180d (6m): $348.83,+51.8% ($311.35,+35% - $390.81,+70%) +365d (1y): $460.99,+100.6% ($411.05,+79% - $517.00,+125%) +EOY (189d): $353.59,+53.9% ($315.59,+37% - $396.17,+72%) End-of-year outlook: 📈 Bullish Trend (+53.9%) Confidence: 93.6% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-9%) 📅 Days until EOY 2025: 189 days | EOY Target: $353.59 (+53.9%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== TMUS - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -5.39% Rounded target for matching: -5% Similar historical periods found: 116 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 116 51.7% 0.18% 0.87% 5.23% -0.09% 1.84% -9.97% 24.78% 14 days 116 54.3% 0.75% 1.13% 8.83% -0.50% 2.75% -39.96% 26.51% 30 days 116 68.1% 3.85% 2.50% 12.95% 0.12% 4.88% -44.69% 50.08% 90 days 114 69.3% 7.04% 6.64% 19.75% 2.97% 10.30% -51.55% 64.96% 180 days 112 75.9% 14.73% 15.99% 26.37% 11.05% 20.93% -58.97% 97.34% 365 days 112 91.1% 38.43% 41.57% 41.44% 33.81% 49.33% -63.84% 175.80% ======================================================================================================================== TMUS - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -9.34% Rounded target for matching: -9% Similar historical periods found: 55 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 55 54.5% 0.46% 0.48% 7.36% -1.51% 2.47% -16.18% 22.52% 14 days 55 63.6% 2.34% 2.60% 8.46% 0.31% 4.88% -16.18% 25.87% 30 days 55 60.0% 1.07% -0.43% 12.67% -3.85% 3.00% -38.79% 25.17% 90 days 55 76.4% 9.43% 9.09% 17.85% 4.26% 13.91% -53.18% 48.55% 180 days 55 67.3% 21.13% 14.10% 31.47% 5.59% 22.60% -48.98% 79.72% 365 days 55 78.2% 39.22% 36.43% 51.22% 22.58% 50.27% -66.71% 122.02% ======================================================================================================================== Chart 3: ISRG (Undervalued by 13.4%)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $523.08 ($507.13,-3% - $719.42,+38%) +30d (1m): $631.28,+20.7% ($529.95,+1% - $751.99,+44%) +60d (2m): $659.77,+26.1% ($553.78,+6% - $786.04,+50%) +90d (3m): $689.54,+31.8% ($578.68,+11% - $821.64,+57%) +180d (6m): $787.18,+50.5% ($660.25,+26% - $938.51,+79%) +365d (1y): $1.0K,+97.6% ($865.46,+65% - $1.2K,+136%) +EOY (189d): $797.67,+52.5% ($669.01,+28% - $951.08,+82%) End-of-year outlook: 📈 Bullish Trend (+52.5%) Confidence: 85.4% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-11%) 📅 Days until EOY 2025: 189 days | EOY Target: $797.67 (+52.5%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== ISRG - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -2.50% Rounded target for matching: -3% Similar historical periods found: 170 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 170 62.4% 1.14% 1.26% 6.78% 0.24% 2.29% -22.50% 44.90% 14 days 170 58.2% 1.09% 1.58% 10.37% 0.01% 3.15% -35.74% 55.49% 30 days 170 63.5% 3.59% 3.52% 13.46% 1.49% 5.56% -36.53% 54.81% 90 days 169 67.5% 10.14% 11.19% 22.96% 7.70% 14.67% -43.95% 88.81% 180 days 167 72.5% 23.81% 24.56% 44.30% 17.79% 31.33% -67.31% 207.10% 365 days 161 77.0% 36.84% 46.62% 64.50% 36.58% 56.66% -35.39% 441.10% ======================================================================================================================== ISRG - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -11.28% Rounded target for matching: -11% Similar historical periods found: 62 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 62 48.4% -0.08% 1.84% 13.47% -1.58% 5.26% -21.00% 67.44% 14 days 62 50.0% -0.40% 0.89% 17.66% -3.60% 5.37% -30.21% 86.67% 30 days 62 53.2% 2.27% 1.11% 24.38% -5.08% 7.30% -48.56% 114.26% 90 days 61 59.0% 5.76% 4.83% 26.32% -1.91% 11.57% -59.81% 61.86% 180 days 61 67.2% 10.47% 15.13% 38.38% 5.30% 24.96% -67.37% 185.29% 365 days 61 78.7% 38.91% 55.45% 75.58% 36.09% 74.81% -28.69% 454.59% ======================================================================================================================== Chart 4: COST (Undervalued by 11.0%)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $1.0K ($991.65,-1% - $1.3K,+28%) +30d (1m): $1.2K,+17.6% ($1.0K,+4% - $1.3K,+34%) +60d (2m): $1.2K,+23.1% ($1.1K,+8% - $1.4K,+40%) +90d (3m): $1.3K,+28.9% ($1.1K,+14% - $1.5K,+46%) +180d (6m): $1.5K,+47.9% ($1.3K,+30% - $1.7K,+68%) +365d (1y): $2.0K,+96.1% ($1.7K,+72% - $2.2K,+123%) +EOY (189d): $1.5K,+49.9% ($1.3K,+32% - $1.7K,+70%) End-of-year outlook: 📈 Bullish Trend (+49.9%) Confidence: 92.3% | Valuation: UNDERVALUED 🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-6%) 📅 Days until EOY 2025: 189 days | EOY Target: $1.5K (+49.9%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== COST - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -0.61% Rounded target for matching: -1% Similar historical periods found: 467 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 467 55.7% 0.71% 0.52% 4.72% 0.09% 0.94% -32.81% 24.40% 14 days 467 57.4% 1.34% 0.94% 6.77% 0.33% 1.56% -35.01% 29.44% 30 days 467 60.0% 2.24% 2.19% 9.99% 1.28% 3.10% -36.92% 33.52% 90 days 466 71.5% 8.35% 7.30% 15.38% 5.90% 8.70% -42.70% 80.70% 180 days 455 77.4% 13.65% 13.78% 22.03% 11.75% 15.81% -45.36% 75.07% 365 days 449 81.5% 25.68% 30.36% 39.01% 26.74% 33.98% -51.26% 182.39% ======================================================================================================================== COST - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -5.81% Rounded target for matching: -6% Similar historical periods found: 175 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 175 61.1% 1.16% 0.67% 4.87% -0.06% 1.39% -24.93% 17.36% 14 days 175 59.4% 1.93% 1.06% 6.85% 0.04% 2.09% -27.10% 19.15% 30 days 175 64.6% 2.15% 2.51% 8.44% 1.25% 3.76% -22.90% 29.13% 90 days 174 73.6% 9.29% 9.08% 16.39% 6.63% 11.53% -40.82% 55.11% 180 days 174 75.9% 12.71% 12.76% 20.64% 9.67% 15.85% -31.01% 75.40% 365 days 174 83.9% 29.96% 29.83% 30.43% 25.27% 34.38% -31.01% 112.02% ======================================================================================================================== ======================================================================================================================== 🔴 TOP 3 STOCK INSTRUMENTS - OVERVALUED WARNINGS ======================================================================================================================== Rank Symbol Over% R² Growth% Price Risk% Window ------------------------------------------------------------------------------------------------------------------------ 1 INTC 31.5% 0.750155 -45.2% $22.55 23.9% 378 d 2 UNH 17.1% 0.814737 -95.5% $305.62 14.6% 63 d 3 NFLX 11.3% 0.945242 76.0% $1.3K 10.1% 504 d 📊 DISPLAYING ALL 3 OVERVALUED STOCK WARNING CHARTS: -------------------------------------------------------------------------------- Chart 1: INTC (Overvalued by 31.5%)
📊 PRICE PROJECTIONS (Linear Regression - 378 days): Current: $22.55 ($12.74,-43% - $23.08,+2%) +30d (1m): $15.96,-29.2% ($11.86,-47% - $21.50,-5%) +60d (2m): $14.86,-34.1% ($11.03,-51% - $20.02,-11%) +90d (3m): $13.83,-38.7% ($10.26,-54% - $18.65,-17%) +180d (6m): $11.16,-50.5% ($8.26,-63% - $15.07,-33%) +365d (1y): $7.18,-68.2% ($5.29,-77% - $9.74,-57%) +EOY (189d): $10.92,-51.6% ($8.09,-64% - $14.75,-35%) End-of-year outlook: 📉 Bearish Trend (-51.6%) Confidence: 75.0% | Valuation: OVERVALUED 🎯 Historical pattern matches: 5 periods in chart (90d ROC≈0%) 📅 Days until EOY 2025: 189 days | EOY Target: $10.92 (-51.6%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== INTC - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 5.28% Rounded target for matching: 5% Similar historical periods found: 394 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 394 51.0% 0.06% -0.24% 6.16% -0.85% 0.37% -50.46% 16.47% 14 days 394 49.2% -0.17% -0.21% 7.44% -0.94% 0.53% -27.75% 31.76% 30 days 394 51.0% 0.28% -0.08% 12.82% -1.35% 1.19% -46.08% 79.41% 90 days 393 57.8% 4.19% 8.37% 25.74% 5.81% 10.92% -57.05% 112.94% 180 days 390 62.1% 6.46% 12.79% 35.04% 9.30% 16.27% -60.20% 154.12% 365 days 385 63.6% 16.39% 24.62% 55.49% 19.06% 30.18% -66.87% 250.52% ======================================================================================================================== INTC - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 0.31% Rounded target for matching: 0% Similar historical periods found: 193 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 193 54.9% 0.61% 0.51% 5.45% -0.26% 1.28% -15.79% 22.03% 14 days 193 50.3% 0.04% 0.63% 7.61% -0.45% 1.71% -24.12% 28.12% 30 days 193 47.2% -0.70% 0.63% 11.64% -1.03% 2.28% -34.71% 36.32% 90 days 191 56.0% 2.00% 3.68% 22.37% 0.48% 6.87% -51.59% 75.63% 180 days 188 67.0% 12.44% 14.82% 33.24% 10.04% 19.60% -54.56% 116.97% 365 days 188 66.0% 19.60% 29.92% 51.49% 22.51% 37.32% -55.25% 229.29% ======================================================================================================================== Chart 2: UNH (Overvalued by 17.1%)
📊 PRICE PROJECTIONS (Linear Regression - 63 days): Current: $305.62 ($209.41,-31% - $325.53,+7%) +30d (1m): $180.29,-41.0% ($142.68,-53% - $227.80,-25%) +60d (2m): $124.49,-59.3% ($96.52,-68% - $160.56,-47%) +90d (3m): $85.96,-71.9% ($64.93,-79% - $113.81,-63%) +180d (6m): $28.30,-90.7% ($19.35,-94% - $41.39,-86%) +365d (1y): $2.88,-99.1% ($1.54,-99% - $5.39,-98%) +EOY (189d): $25.33,-91.7% ($17.13,-94% - $37.45,-88%) End-of-year outlook: 📉 Bearish Trend (-91.7%) Confidence: 81.5% | Valuation: OVERVALUED 📅 Days until EOY 2025: 189 days | EOY Target: $25.33 (-91.7%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== UNH - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: -19.14% Rounded target for matching: -19% Similar historical periods found: 44 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 44 50.0% 0.75% 0.21% 11.86% -3.39% 3.82% -30.82% 24.19% 14 days 44 65.9% 3.19% 4.16% 12.37% 0.40% 7.92% -16.22% 33.87% 30 days 44 63.6% 5.82% 7.32% 18.58% 1.67% 12.96% -26.76% 60.00% 90 days 44 65.9% 11.55% 14.32% 32.70% 4.38% 24.26% -43.77% 126.67% 180 days 43 65.1% 17.74% 24.19% 52.38% 8.07% 40.31% -54.57% 180.00% 365 days 43 74.4% 14.52% 48.03% 96.46% 18.34% 77.71% -55.42% 393.71% ======================================================================================================================== UNH - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: -41.39% Rounded target for matching: -41% Similar historical periods found: 14 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 14 50.0% 0.76% 3.68% 12.78% -3.71% 11.06% -18.75% 33.84% 14 days 14 50.0% 3.89% 4.58% 18.66% -6.20% 15.35% -28.12% 37.85% 30 days 14 71.4% 13.09% 10.99% 16.24% 1.61% 20.37% -21.88% 31.93% 90 days 14 78.6% 22.85% 17.96% 19.31% 6.81% 29.11% -16.59% 46.57% 180 days 14 71.4% 42.26% 31.85% 45.13% 5.80% 57.91% -30.30% 114.45% 365 days 14 71.4% 39.25% 39.23% 57.65% 5.95% 72.52% -45.45% 179.78% ======================================================================================================================== Chart 3: NFLX (Overvalued by 11.3%)
📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $1.3K ($984.58,-23% - $1.3K,+5%) +30d (1m): $1.2K,-3.9% ($1.1K,-18% - $1.4K,+12%) +60d (2m): $1.3K,+2.8% ($1.1K,-12% - $1.5K,+20%) +90d (3m): $1.4K,+10.0% ($1.2K,-6% - $1.6K,+28%) +180d (6m): $1.7K,+34.6% ($1.5K,+15% - $2.0K,+57%) +365d (1y): $2.6K,+103.9% ($2.2K,+74% - $3.1K,+139%) +EOY (189d): $1.8K,+37.4% ($1.5K,+18% - $2.1K,+61%) End-of-year outlook: 📈 Bullish Trend (+37.4%) Confidence: 94.5% | Valuation: OVERVALUED 🎯 Historical pattern matches: 5 periods in chart (90d ROC≈25%) 📅 Days until EOY 2025: 189 days | EOY Target: $1.8K (+37.4%) ------------------------------------------------------------ 🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching): ------------------------------------------------------------ ======================================================================================================================== NFLX - FORWARD RETURNS ANALYSIS (ROC 30-day window) ======================================================================================================================== Current 30-day ROC: 12.18% Rounded target for matching: 12% Similar historical periods found: 124 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 124 54.0% 0.43% 0.54% 8.60% -0.99% 2.06% -43.73% 22.96% 14 days 124 53.2% 0.86% 0.76% 10.32% -1.08% 2.59% -44.81% 27.30% 30 days 124 60.5% 5.81% 5.43% 18.08% 2.22% 8.65% -36.77% 99.21% 90 days 124 66.1% 16.57% 13.52% 40.27% 6.36% 20.68% -68.47% 167.86% 180 days 119 72.3% 35.43% 38.25% 73.50% 24.91% 51.59% -71.56% 339.28% 365 days 113 70.8% 59.82% 83.16% 127.68% 59.36% 106.96% -76.59% 636.27% ======================================================================================================================== NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window) ======================================================================================================================== Current 90-day ROC: 24.51% Rounded target for matching: 25% Similar historical periods found: 60 Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%) Excluded recent 30 days to avoid look-ahead bias ======================================================================================================================== Forward Returns Summary: ------------------------------------------------------------------------------------------------------------------------ Window Count % Positive Median Mean Std Dev 95% CI Lower 95% CI Upper Min Max ------------------------------------------------------------------------------------------------------------------------ 7 days 60 58.3% 1.67% 1.87% 9.08% -0.47% 4.22% -15.00% 29.17% 14 days 60 56.7% 2.86% 3.75% 12.36% 0.56% 6.94% -20.20% 34.29% 30 days 60 55.0% 2.81% 6.52% 17.91% 1.89% 11.14% -24.33% 57.66% 90 days 58 69.0% 14.15% 13.04% 40.67% 2.35% 23.74% -74.83% 108.38% 180 days 58 55.2% 14.90% 24.24% 75.10% 4.50% 43.99% -71.63% 225.82% 365 days 56 57.1% 41.77% 66.61% 131.39% 31.42% 101.79% -76.24% 411.43% ======================================================================================================================== STOCK STATISTICS: ------------------------------------------------------------ Total stock instruments analyzed: 62 Average R-squared: 0.8200 Best R-squared: 0.962116 Average annual growth: 201.7% Valuation breakdown: 🟡 FAIR_VALUE: 45 (72.6%) - Hold/Monitor 🟢 UNDERVALUED: 4 (6.5%) - Buy Opportunities 🔴 OVERVALUED: 3 (4.8%) - Sell Warnings Optimal window distribution: 21 days (~1m): 9 instruments (14.5%) 42 days (~2m): 7 instruments (11.3%) 63 days (~3m): 2 instruments (3.2%) 84 days (~4m): 2 instruments (3.2%) 126 days (~6m): 3 instruments (4.8%) 📊 STOCK TRADING SUMMARY: 🟢 High-quality undervalued opportunities: 4 🔴 High-quality overvalued warnings: 3 📈 Top trend performers displayed: 15 💡 Consider buying undervalued stocks with strong trends ⚠️ Consider reducing overvalued stock positions ======================================================================================================================== 🎯 BEST INVESTMENT OPPORTUNITIES BY ASSET CLASS ======================================================================================================================== 🟢 TOP 8 CRYPTO OPPORTUNITIES ---------------------------------------------------------------------------------------------------- Rank Symbol Under% R² Growth% Score Price ---------------------------------------------------------------------------------------------------- 1 IMX-USD 63.8% 0.801302 -100.0% 70.3 $0.004143 2 HYPE-USD 41.2% 0.831823 -97.1% 58.0 $0.000005 3 FTN-USD 11.4% 0.989422 135.8% 46.4 $4.44 4 TBTC-USD 12.8% 0.932135 103.4% 45.0 $102.8K 5 BTC-USD 11.6% 0.935857 103.3% 44.4 $105.6K 6 LEO-USD 10.9% 0.890784 74.4% 42.2 $9.13 7 BGB-USD 10.3% 0.889489 246.7% 41.7 $4.21 8 PYTH-USD 13.3% 0.806287 -91.4% 40.2 $0.085354 🔍 CURRENCY: No high-quality undervalued opportunities found 🟢 TOP 2 FUTURES OPPORTUNITIES ---------------------------------------------------------------------------------------------------- Rank Symbol Under% R² Growth% Score Price ---------------------------------------------------------------------------------------------------- 1 CC=F 29.4% 0.882515 86.2% 52.9 $8.8K 2 KC=F 22.1% 0.930362 69.9% 50.5 $312.80 🟢 TOP 1 INDICES OPPORTUNITIES ---------------------------------------------------------------------------------------------------- Rank Symbol Under% R² Growth% Score Price ---------------------------------------------------------------------------------------------------- 1 IMOEX.ME 10.8% 0.863544 33.9% 41.0 3.2K 🟢 TOP 4 STOCK OPPORTUNITIES ---------------------------------------------------------------------------------------------------- Rank Symbol Under% R² Growth% Score Price ---------------------------------------------------------------------------------------------------- 1 LLY 25.1% 0.927813 50.4% 52.1 $778.08 2 TMUS 13.6% 0.936086 46.2% 45.6 $229.82 3 COST 11.0% 0.922531 46.9% 43.5 $1.0K 4 ISRG 13.4% 0.853639 44.9% 42.2 $523.08 ======================================================================================================================== 📊 OVERALL PORTFOLIO SUMMARY ======================================================================================================================== Total instruments analyzed: 217 Average trend reliability (R²): 0.7802 Best trend reliability: 0.989422 Asset distribution: Crypto: 96 instruments (44.2%) - Avg Growth: 592476.8% Stock: 62 instruments (28.6%) - Avg Growth: 201.7% Futures: 29 instruments (13.4%) - Avg Growth: 55.8% Indices: 22 instruments (10.1%) - Avg Growth: 56.4% Currency: 8 instruments (3.7%) - Avg Growth: 0.0% Overall valuation summary: 🟡 Fair Value: 125 (57.6%) - Hold/Monitor 🟢 Undervalued: 21 (9.7%) - Buy Opportunities 🔴 Overvalued: 17 (7.8%) - Sell Warnings 📊 Total charts displayed: UP TO 225 (ALL available per section per asset class) 💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings 📈 Chart type: Linear Regression on Log Scale with Forward Returns Analysis 🔮 New Feature: Historical pattern-based forward returns predictions ======================================================================================================================== ✅ COMPREHENSIVE ANALYSIS WITH FORWARD RETURNS COMPLETE ======================================================================================================================== 🎉 Enhanced analysis completed successfully! Results stored in 'results' variable with 217 instrument analyses 📊 Charts displayed for ALL available instruments per section per asset class 💡 Total sections analyzed: Best Trends + Undervalued + Overvalued 📈 Chart type: Linear Regression on Log Scale with straight trend lines 🔮 Forward Returns: Traditional round half up ROC matching: • 2.5% ROC → finds all historical ~3% periods • 5.25% ROC → finds all historical ~5% periods • 9.23% ROC → finds all historical ~9% periods • -3.67% ROC → finds all historical ~-4% periods 🎯 Historical matches shown as green vertical lines on charts (90-day ROC) 💱 Currency pairs analyzed: EURUSD, USDJPY, GBPUSD, DXY, etc. 📊 Global indices analyzed: S&P 500, FTSE 100, DAX, Nikkei 225, etc. 🛠️ CUSTOM ANALYSIS EXAMPLES: # Standard round half up analysis: run_custom_forward_analysis(df, 'BTC-USD', rolling_window=30) run_custom_forward_analysis(df, 'EURUSD=X', rolling_window=30) run_custom_forward_analysis(df, '^GSPC', rolling_window=30) # S&P 500 # Higher precision (round to 0.5%): run_custom_forward_analysis(df, 'AAPL', tolerance_type='round_to_half') run_custom_forward_analysis(df, '^FTSE', tolerance_type='round_to_half') # FTSE 100 # Ultra precision (round to 0.25%): run_custom_forward_analysis(df, 'NVDA', tolerance_type='round_to_quarter') run_custom_forward_analysis(df, '^N225', tolerance_type='round_to_quarter') # Nikkei # Seasonal analysis (Q2 only): run_custom_forward_analysis(df, 'ES=F', quarter=[2]) run_custom_forward_analysis(df, '^DJI', quarter=[2]) # Dow Jones # Cycle analysis (Year 1 of 4-year cycles): run_custom_forward_analysis(df, 'DX-Y.NYB', cycle_year=['Year1']) run_custom_forward_analysis(df, '^GDAXI', cycle_year=['Year1']) # DAX ================================================================================